{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Simple K- Means Clusting implementation using euclidean distances"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "def euc_dist(a,b):\n",
    "    return np.linalg.norm(a-b)\n",
    "\n",
    "\n",
    "class KMeans:\n",
    "    def __init__(self, k=5, tol=1e-6, max_iter=100, random_state=None):\n",
    "        self.k = k\n",
    "        self.tol = tol\n",
    "        self.max_iter = max_iter\n",
    "        self.seed = random_state\n",
    "\n",
    "    def fit(self,data):\n",
    "        \n",
    "        self.row_shape, self.col_shape = data.shape\n",
    "        \n",
    "        if self.seed is not None:\n",
    "            np.random.seed(self.seed)\n",
    "\n",
    "        #initiate random centroids\n",
    "        self.centroids = {i:data[c,:] for i,c in enumerate(np.random.choice(self.row_shape, self.k))}\n",
    "        \n",
    "        for i in range(self.max_iter):\n",
    "            self.classifications = {}\n",
    "\n",
    "            for j in range(self.k):\n",
    "                self.classifications[j] = []\n",
    "\n",
    "            for row_i in range(self.row_shape):\n",
    "                #compute distances to centroids\n",
    "                distances = [euc_dist(data[row_i,:], self.centroids[c]) for c in self.centroids]\n",
    "                #update classifications\n",
    "                self.classifications[distances.index(min(distances))].append(data[row_i, :])\n",
    "\n",
    "            prev_centroids = self.centroids\n",
    "            for classification in self.classifications:\n",
    "                #update centroids\n",
    "                self.centroids[classification] = np.average(self.classifications[classification],axis=0)\n",
    "\n",
    "            #early stopping (if all change less than tolerance)\n",
    "            if all([np.sum(np.abs(self.centroids[c]-prev_centroids[c]))/100 > self.tol for c in self.centroids]):\n",
    "                break\n",
    "\n",
    "        self.cluster_centers_ = pd.DataFrame(self.centroids).values.T\n",
    "        self.labels_ = self.predict(data)\n",
    "\n",
    "    def predict(self,data):\n",
    "        predicted = []\n",
    "        for row in data:\n",
    "            distances = [euc_dist(row, self.centroids[c]) for c in self.centroids]\n",
    "            predicted.append(distances.index(min(distances)))\n",
    "        return np.array(predicted)\n",
    "    \n",
    "    def fit_predict(self, data):\n",
    "        self.fit(data)\n",
    "        return self.predict(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example Usage\n",
    "\n",
    "### example taken from sklearn example\n",
    "\n",
    "example taken and modified from scikit-learn\n",
    "https://scikit-learn.org/stable/auto_examples/cluster/plot_kmeans_assumptions.html#sphx-glr-auto-examples-cluster-plot-kmeans-assumptions-py"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import make_blobs\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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sMBjaALVL0aLz0OLL0bI70KILsLdfiWok8zoSW7FLbsXeMgZ7y6HY5X8DrSTJpJzywhBU/c+xQhsMaXhr2RJitp10LGbbvLUsu+9NZTTV5A08IlTFUp8zGAyGhmgWZVlVPwK21zl8NvCM+/czwDnN0ZbBYMgeLbsD4ktBq1wFNwzRL9GKBzO73q5EiyZA+C3QCtDtUPkfiH4DkskSeRwiM3eqD4aOTUJTT7rSHU/HiUP3wmfVf7V1DgTo37lLk2RrCYpDIaYsXcy0FcsJx2NtLY7BYGiAlvRZ7q2qm9y/NwO9W7Atg8GQBtU4hKcBdV/IEah6GTrd2ngdoTfBLgNqL29HILEK/IdC7AvQcHXpFDV4QXKbJL9h9+CogYOZuWZVknLsEeGogYOzquf6Q8YxdcUyisMhwvE4XhF8Hg9/PfEUrHbiN//svK/54ycz8VoeqkV67IxzOLT/gLYVzGAwpKRVNvipqopISvOAiFwLXAswcODA1hDHYNjNsIFE6lMaRiufAizIORHx7JG6XHweEEpxQiBwApJ3FRqe6kTCCL9CSj/mnFObJL2hY7O+rJSHZn/OosKtCILfsojaCYJeH7k+H3cde3zGdW0qL+f2D99na2UFCvTOy+O4wUO5+qCDGVLQPrbNLC7cxp8+/ShpAyLANW9OZvbV1xH0+dpQOoPBkIqWVJa3iEhfVd0kIn2BrakKqepjwGMAY8eOzW69zWAw1ENjC9Gq58EuQgLHo96hYPUBe2OK0hG0/F7nz/J70E6/xsqbWHPWrnwWKh8FuxjHayvZpxQRxDsQCYxDAuOca0KHQ+mtbig5gATS5T7E072+rNF5aPnfIL4IrN5I/g1I8LTM+6pqomzsQqzYXsQ9sz7hy40b6JGby8TR+/H3Lz6jMhqtsSj7xOKgPn05d+Rozho+kny/P6O6Q7EY5770HIWhKmy3ru2hEF9u3MDdx53YYn3KllcWLSCaqD95FWDG6lWcNmzv1hfKYDA0SEsqy28AlwN/dn+/3oJtGQwGwK56FcruxLHs2mhkBg1vwLNJsgKX/wHNORrx9MXe/hOIvtPAtV6w+oL/kKSjVvAkNHAYRD8FBPyHI1b9+LYa+xbdfingum8kytHS/0PtYqy8ixvp5ySoeBDsrainP+TfihU0luv2zJqSEs556XmqYlEUR5H9w8cfYqsmfUNjts2iokKeHTmKHG/mVta3li2hIhatUZSr61pdUsz0lSs4ac+9mq8zO0FVHRmrsVFCxnfZYGiXNFfouBeAWcBwEVkvIlfhKMknisgy4AT3s8FgaCFUQ1B+F47yWW0BtnGU5SwWbcLTsBNbG1GUPRA4Bun+HCL1hxGx8pGck5Gck1IqygBafj81ivKOxqHifsfPOg125fNQ9gew3cWqxHoo/SUantZwvwxtyj++nEUoHkv6JibqKMrVWAirSkrS1qWq9RTOJUWFVMXqK5txVe6a+X5KBbUtOGnoMHJTuFrEbZsjBw5qA4kMBkNjNItlWVUvSnMqc2czg8GQNRqaglb+C+wi8AwB3VmXBBslBsU3NFwscCLS5Y81aa01Og+tuB9ii8E7AMm/EQkctUNOuxLsTWD1Qax81K6A6LdpOhUBezt4etU/pQoVD1DffzqMlt+H5LSf5fZdFRG5GbgaZ4Y1H/iBqtad1WTN3E0bM1ZYY3aCHrn1N4SWRcLc8eH7vL1sKQlVxvXrz93HnsDQrt0Y3r0HfstD1K7v4rA9FOKzdWs5oh0oo0cOGsyRAwfx8do1VMViWCIEPB5uOmQ8vfJMmniDoT3SXHGWDQZDK2NXPIaW/toJCWcXQWwusLNJF+KOEhtf0HCxyLtO3Ga7AjvyObr9Eoh+5oSUi81Di2/ADr3lWADL/oZuHY8WfQ/dOh678AJ062FAZbrK0eKb0URhinNR0NLUlyXWZ9FPQypEpB9wEzBWVfcBPMDEhq/KjIGdCzIqF/B4OGLgYHrmJq9IqCoXv/o/3l62lJhtY6vy+fp1TJj0AiXhEKcPG47XSj1ZTKiycFvKbTOtjiXCw6edxQOnnM65I0YxcfR+PD/hQn449pDGLzYYDG2CSXdtMOyCqIag4mGSLazNscysEHmf+mHmUpRLbEC3nQKaSgkJQ/mf0MRmqPqv87lavPg3jYsR/xotvhy6T6mzgc8PVoFjea6Lp3/j9RoywQsERSQG5AKpdoZmzY8PHsfsjesJ18quF/B4GN69B6tKSkioTdy2OXrQEO45qb7/+ZxNG1hVUpyUuESBSCLOywsXcPWYsfxk3GH89bOP68VmDni89WIsqyqrS0uwbZuhXbu16kZRS4Tjh+zJ8UP2bLU2DQZD0zHKssHQAqgqxL6C+Erw7gW+A5r3ZRxfB2Kl0Y89TqIQjZAcFzlTMt1kFEujKLvY26Hy36QOOdcYcUhsgNi34N+/5qiIoHk/hfI/1ak3B+l0SxPaMdRGVTeIyD3AWpwb/J6qvle7TFPDfR7Srz/3nHgKd878gPJIBAXO2HsEdx97PB6xWFdWStecIF2DwZTXryoudp6rOoTjcZYUbgPg+/vuzyNzZ1MaDtc8Gh4R8v0+Thi6QzFdXLiNH7/1BlsqKwDomhPkoVPP4MC+aUInGgyG3RqjLBsMzYza5ej2yyGxElRBBDzDoNtTNT6+O42nJ2g6pVYgcBJIVwg92YTKm2sjlNdxy2gyFtibgf2Tj+ZNxNaQo4hrEXgGIp1uRXLMFomdRUS64mRfHQKUAP8TkUtU9b/VZXYm3Odpw4Zzyl57s62ykk6BQNJGt6FduzV47d7de6SccAa9Xvbp3QdV5cXvvgUlSVE+qG8/7j3pVPweJ5RhKBbj+69MoiSyww07VFHOZZNf5qMrrkmrrBsMht0X47NsMDQzWv77HamlCTm/4wvR8uYLCCNWVwicAKSKQRuH8DsQXwM0rIC0HH6wdjK1sEbBOzr5kF2Mvf0yqLgXCIHkQ94NSM5JO9eWoZoTgFWquk1VY8CrwGHN2YAlQu/8/JQRIRpi/959GNGjZ43SC07UjFyfj/NGjOKh2bO47/NPk5Rgr2Xxs/GH069z55pj761cnnITYMJW3ly6uAk9MhgMHR2jLBsMzYiqQugt6mewi0H4zZ2qV6NfoZVPY4cmY5f8yvUtTpEpD4AwxN4HKnAWkFr7UbfB3tLAean1OwfoTPJCVxCCZyLeZD9kLf4RROfgbPSrBC2HstvRaAZ+0IZMWAscKiK54phxjwcWtbFMgOOC88zZE7hw9L7k+/0EPB6OHzqUyRMvwe/x8NjcOYTiyW5HkUSC+2Z9mnRsW2UlsRRJQcKJOJsrKlq0D7satmpK1xeDYXfDuGEYDM1OGj/htG4TDaMaRYuvhdjXoHG3/kxfYNXKtB8n5nJTfJibQmPtKGCB70ik03XgHYJW/BPC0wA/BM+BvOuSr4ivgdjCFHWH0conEP9DzSf+boqqfiEiLwNf4dzor3FdLtoDeX4/dx1zPHcdk+xys6m8HDvNM7GiONkVaOwe/fBanqSNggC5Ph+H9DObRMGJWX37jOnM2biBgMfLuSNH8esjj8l6NcBg6CgYZdlgaEZEBPWPh+gsklNDW+A/okl1auXTEP2K+gk8siFKy1uXhez8nW1IfAfeoY5bSe5laHQOxFdA5WMQehG7yz1Oqu3wOzuSkNRDIdEsARsMgKreAdzR1nI0xJaKCu748H1mrF6JiHDCkD1Jt312z1q+0KqKbdsMKujCquJiIq6FOcfrZUT3nvTIzeWnU99iRfF2Duq7B9ccdDD9OnVOU3PHwVbFcv3Bv9m0iUsm/68mwUs4EeeVRQtYXVLMc+dd0JZiGgxthlGWDYZmRjrfhRadDxrGUXCDIDlI59ubVmHoFXZOUa7GbrxIk/GABEGzXMa2i9Cyu6HLX51YzfZWauS0Q1B8aQaV+CHQtImIYdcjEo9z7qTn2FZZWRMi7r2Vy8lzrZ51XTEGFxSQsG0qYzEun/wyy7YXoaokbCXodULKnT9yNEO7duOCl18kmkhgq7K0qJDXFi/ktQsvbnTz4a7KtBXL+cMnH7K2tJQugRx8lkVxKESizqQ3mkjw9eZNLC0qZO/uPdpIWoOh7TDKssHQzIh3IPScjoZehfgi8I5GguciVqcm1tharhM7gQTANxaiM8k6mkb4XTTnbMf/OGuF3gtWZyTv8iyvM+yqTF2xjLJIJCmWcty2iSUSHDN4CO8sX5ZU/s2li/FaFpF4nEWF24jW8le2VBjXrz9XjxnLUU8/nhQDOmbbxKNR/vrpx/zrjLNbvmOtzEdrVvOTd9+q6XNppOEJudeyWFG83SjLht0SoywbDC2AWJ2RvCuap7Kcs6DycSDSPPU1Ox7wDIJOd0DRcU24PgGJraDZKsoCgWOQznchVse0/O2OfLd1CzPXrCLP5+f0YcPpmZecyW9pUWGNi0BtorbN+rIyPCJJinQoHuflRQtQ1Xp+ytFEgtcWL+TmQw9na2X9VREFvtiwrnk61s64d9YnSZODxojE4wRqRSIxGHYnjLJsMLRzJO8aNPIBJNa44ejaGwmIb4TSn5K93zLgHYUEDkTLs911r5BYh3h6ZnmdoT2iqtz2/jTeWLqISCKBz7L462cf8/eTT+OkPYfVlBvWrQd5Ph+VdRTmgMfD9lBVvex91ecqoqkjx1TFYhzx1GP1FOlqugRydqJX7Zc1JSVZlbdVueGdKezfuw//PvNc8v2pwlYaDB0TEzrOYGjniJULgVOduMO0193opRCfR5P8or37oZXPgG8UThi5LIivyL49Q7vkozWreXPpYkLxOLYqkUSCcDzOz959J8mSfOpew+gUCOCplaDEZ1n0zMtjTJ89Um70q4hGG7SK1vVzribo9XL1mLFJx+Zv3cJ9sz7hodmzWFm8M0l32pYhXbtmVT6hSjgeZ/aG9Rz06MOMe/wR/vrpR4TjTYvyYzDsShhl2WBo52hkJlQ+guO7XP1iEki7/38XI/wShF6C2AIgn+yGpQT2lrHY26/Cjn7XQgIaWoPJSxZSlULxsizhs3Vraj4HvF5eu+Bijh+yJ17Lwu/xcMpee/Py9y6ie25uynUNBcKur3L1U+OzrJpz6Th5z2FcvO+ODJK//2gGE19+kX9++QUPzf6c059/lmfnfZ1lT9sHtx52ZM09SEXA48Ur9c8rEFObbVVVPPn1XC6f/IqJxWzo8Bg3DIOhnaOVTwOhukfbQJKWonrDVYTs/bIVtAyiH8P2j7HxQOAkpPOvEE+fZpbT0LKkn/xJnXO98/NTbrp7bfHCRltRIM/royAYZFN5WYNrIduqKmtSbM/bvIkXvvu2xgpt2zZxbP74yUxO3msYvfKaKZV9K9HQRr2CQIB+nbuwtHBbg3VEbZv5Wzbz1eaNjOjek1nr12KJxWEDBpDjba+rYAZD9hhl2WBop2hsGRr6H8Qas5hW+wl72SUiZ7QoCYhMRYvmQo/3HBeWLFHVGgXJ0HqcN2IU761YTqiOddlW5bABAxu9Pm7blEYym2xVxmNUljfuPvDVpo1sKi/nhe++5e1lS1K6a1hi8cGqlUzcZ7+M2m4vvLdiGV7LSumrXRGNsWDb1ozWrsKJBI/Omc2n69biEQvEeYYePu0sjho0uNnlNhjaAuOGYTC0Q+yqV9CiCVD1LGhpI6VdRTlwGrA77FYPNnJewS5EQ6+iGst4idgOTcXedhy6ZTj21sOxK18wy8utyBEDB3HeiFHkeL14LYscr5ccr5cHTjkdv8fD+ytX8NdPP+bZb7+hNJwc5kxV+cnUKc3umOSzPJz436d4bO6XrCwpTllGBDwNuDO0V6rjSaci7kamyfTbP33VSkLxOBWxKBXRKJWxGD966/V6/yeDYVfFWJYNhnaG2uVQdifZuSQoRKbQsolH2gMBMrsvNpT/CS2/GySIBi9BOv0UES+qIcCLyI5lYg2/D6W/oCb5i70NKv6MEkfyMkmMYthZRIS7jzuB7++7Hx+6oeNOGzacPJ+P8yY9z4ri7VTFYuR4vfzts495/rwL2KdXbwBmrlnNzDWrm905qSza+HfNVuWEIXs2c8stz3FDhvKXTz9qsfoFYeqKZVw4et8Wa8NgaC12vemwwdDRiX4Jkq2/X4KO5cecihyQVzg8AAAgAElEQVTwHUTmGxtjOD7NVVD1H7T4JuzCM9AtY9AtB2KX/h9qVwKgFfdRL0uihqDiH8a63MqM7NmLH40dx2X7H0iP3Fwe/3pOUmzlcDxORTTKTe9MqfnfvLN8acrYy5ly5f5jsr4mx+slx+PlLyecTNdgY6sd7Y+BXQr48cHjyPF6sVpgs3BVPMZvPpjGdVNeZ0tF6syetioLtm5h4bat2KqsKy3l4S+/4G+ffczcTRvMs2doNxjLssHQyqiq41db+byjyAXPRHInIuKETVMEtCm+xx35xeKDwHEQmc6ODYHZEIbo9FqfExCagia2IN2egniaxBNa5ijNkr3vs6F5mLzYibtcl82VFWwoL6N/5y4EfT4smr6u8uS8r7K+5rghQ7nz6OPpkbvrfjduPGQ8xw4eyhtLFpGwlc83rGVRYWHW9aSLrp5Q5b2Vy/l8wzo+uuJqOteKWT1n4wauf/tNqmJRx5FMLMKJOKpK3LZ5+puvOXWvYfztxFPMHgJDm2OUZYOhldGy30HoVWoiXJQvQ0OvQ/eXHKtyyU+pZ+Xc7bEhMpXmdTOJQvRz7LI/gacfJFLEbJbOILue1bAjYaVRlFS15tz3Ro5m0oL5WWWk21neXb6Mz9atZe9uPbjlsCM4oE9fPlm7hqJQFWP79mNQQUGrybIz7NOrd407y7rSUo555vEGp93V/w2t9blLIIfSSDjtdWWRCC99N59rDjoYgOJQiCtef6XB1YBQPMbUFcs4a/hIs1HQ0OYYZdlgaEU0vhZCL5PsdxuG+Co09AaU3039MHG7Ox6cV3JTLMqNkXA2UeIB/EDtLG9ByL/JWLXamAtG7cP9X3yWpAgLMKiggD06dQZgdK/e/OzQw7l31id4xCIcj7W4935ClZJwmNkb13PJa/8j1+sjbtvYqiTU5ryRo/n9sSfwzeZNvLl0CSJw1vCR7N+7/YY0HNClC3ccdSx//PQjYokEivNkVD95AnQLBimLRGqiaChQEml8cv/A7FkcMWgwI3v0ZMqyJdh24ythVbEYbyxZZJRlQ5tjlGWDoTWJzQXxpFizrILQK5htBLXxgm8M2FshsTq767BIVny9OFbpVCpU3PmxeoDkQ2ItWL0h/0as3PObLL2hebj8gDF8vHYNX23aSMxO4Pd48Hu8PHzqmUnlrh4zlrOHj+D8SS+wPoOwcM1JNJEgWsdVZPLiRWyuKOfz9escNxJVXvzuW646cCw/G394q8qXDluVR+d+yVPfzKUsEuGA3n35zVHH8NKEC3lu/jw2lJcxd9NGEm7fFCgKNW0yXxWLMfHll5h5xVUUVVUSTjS+CiCAdxeMNGLoeBhl2WBoTaxupN6g5nX8YrWjR7PIFC949gLvEIj70yjL6bxUFTrdDuFXnRjVVhfI+R5UPUmD7i12OdLzVZPMpJ3h93h45pwJzN20kW82b6J3fj4nDd2LgLf+62tjRQVFoVCzee/nen0pswpmQige48PVq9Fa0oTicf791RzOGTGSoV27NZOUTeeumR/w8sLvauJHz964nomvvMQbEy/hryeews/fe4d4Cn/xphKOxXh10QIO3qN/RuVzvF7OGzk66ZitSkk4RJ7Pn/I7YDC0BOabZmi3qIYh8hkQA/9hiNWprUXaefyHOz6wWkWyedkLeddB9MoMK0q3paajEIfEYggtTnPeD949Ib4oxbkEWAVY3V8EQDWOFl+TQZs2iL+pAhtaEBFh7B79GLtHvwbLrS4pJhuvmX169WZLRQXbqiqTjlvAo2eczfurVvLKwgXEmjiJ1RTPqK02H6xa2ebKckk4xKQF8+ttnozE4zwy5wv+duKpfLlhfbO6s8TU5sX533L68BENlvOKhccSLt//QA7pt0OxfnvZEu6aOYPSSBgL4fxRo/nNUcfi9+wO8eUNbYlZ3zC0SzQyC906Hi29BS39Fbr1MOyqyW0t1k4j4kW6PQueAY7SLHkgnZGCvyP+MZBzSoY1dVRFOUNNx9oDgpeTdr4fnlLr7/cg9jUNb5q0wLcPYrW9tc/QdEb06Ekiw3Bj73z/Mq45cCyRFO4AOV4v/bsUoNBkRTkdlkiNcheJx5m/dQvryxpLPNT8rCkpSalkJlSZv3UrABWxaL3zO8vykmIe/vKLBsuIOCPcfr12rPJ8vn4dt0ybyraqSqKJBOFEnJcXLeD2GdPTV2QwNBPGsmxod6hdgZb8yLW+1qLsdtR/IOId1DaCNRPi3RN6TIP4MicsmW8UaAQtOtfxl91t8eC8IjNQduwNUPUYTpKSFL6PSQlH3qn/XarB75SVAqTg/uxFNrQrhnfvwbh+/fl8/fqUSnA1lgjl0Si/nD6VcAo3g6p4nBvefpPL9juAoNebMs11U4klEnTNCXL7jOm8unghlgixhM0+vXrxyOlnt1oouv6du6QMyWeJMLx7d2KJBGUZpg/PlniKFNu1qd48+LNp73Bwv/50z83lodmz6kU7CcfjvL5kEbcdeQydA4EWkdVgAGNZNrRHIu+n0ZfiToi1DoCIIL69Ef/+iPjQigchvrIBpW53IEHmoeFikNiUurwEkeB5Oz5buaS2WAch9yKk4EGk53TEs0fWEhvaH/86/Wx+cMAYugWDeNL4ZEwcvS9PfD0npaJczfqyMsb1G9DsqawV+L/33+W/8+dRFYtREY0SScT5etNGLn51Uqsl4uiem8tpw/Ymx5NsMwt4PFw3dhxAiyQryQYB3lu5HIC1pSUpy3gti8I6bjQGQ3NjlGVD+0OrSK00JUBTZ4LaVdH4Guzin0DVMyRHb8gEYfdeHLIh+D03YUgujpU5AMGJ4D+sppQEL3DP1UH8SKdfIIEjETE+jx2FgNfLLw4/kjnX/JhvfngDh/UfiNey8IjgEeHMvUfwu2NPYENZWYP1xBJxnpv/DXvkd25W+RRSWqptYNn2Ii597X9srijnvRXLmLNxA3YLKs9/Of5kLtnvAIJeHwLs3a07T509gZE9euLzeDhy0KCUE47qY94WDqsYSySYvHgh4x7/F0WhUErVXYF+nZr3f2Qw1EXaUzrJsWPH6pw5c9paDEMbo/F1aOFpJMciBiQXKXgUCYxrE7maG01sQAvPAq2kack2/JB7FVQ90tyitSFeUrpVpELykIIHnPBykWlgV0DgSMQ7uF5Ru+JfUPEPwOcamT1I1ycQ//7NJzogInNVdWyzVtqO2VXG7LWlJWwoK2Ov7t3pmZsHwJ8/mcljXzUsu9/jqRcSrjXwipDj86GqdAvm8uy55zOwS8slOanOmuer48O8tbKCCZNeoCQconIn0onvDLXjPNcl6PVy0yHj+eHYQ1pTJEMHItMx21iWDe0O8Q6AvB+4mdNcW4Lkgv9o8HecQVErHnN8ltMqyoKTKCMNuRdhdb4Z/Ee2gHRtRRyk4YgHNUhX8B+OWPlI8Fwk79KUijKAlX8d0nMG0uUupMu9SK/Pml1RNrRfBnYpYPyAgTWKMkCer/HIJ82lKPstK6t4wXFVKqJRKmMx1peVctUbr7Woe4aI1FOUAXrl5TPj8qu4/uBD8bdRvONU/4Ecj5c9u3bjD8edaBRlQ6tglGVDu8Tq9DOk6+MQPA9yzkS63I8U3N+xsqlF55Deilr9Ik+jSHuGI51uQ9WGeIo0zbsyug28o2nYxcSCvKuzcp8QT08keBaScxxiQsTtFqwvK+W9FctYtG1r0vFwPMajX33ZKjL0ycvjlsOOoGcTN+4psKqkmAV1+tBaeC2Lvbv3aFcxjcOJOL3z8jhnxKi2FsWwm9B+vv0GQx3EfzDiP7itxWg5vIMgsZz6uxk94NsHYvNIqUz7T0YK/oKIoJHPQFs/7FTLEoX4AsDXQBkbwu9A3vdbSyjDLkTCtvnF9Hd5e9kS/B4Pcdtm7+49ePrsCXTJyWFVcXGrbV7bWlXFfZ9/Vi+SQzbYqtzy3jvcNG48xw/Zs9UV1zF9+7aJO0pDfLZ+HX/77GNuPawjrawZ2ivGsmwwtBGSdy31N555nMQliY2kXoAMIF3+D7FcK1ViMx035nIjPpJqdsAbUvPUN18xdflSIokE5dEooXichdu28ovpUwHokZtH1E6t/FnNvHplq+6UolzN0u1F3PjOFPb910M8/50TSWPRtq0UVbV8BJ2CnCA3H3o4wXZkXQZ48uuviLlKfGU0yrPzvua6Ka/zh48/ZHVJcRtLZ+hItK9vvsGwGyH+A9BOt0L579mh8CpEvwFPuuQYtpPIpBrffrtviuz4MjS+pibutsaWoKFXQSuRnBPAfxQixh6wO/Kfb7+uF3EiZtt8uHoVldEoPfPyOHzAQD5dtzbJYprj8TC0azcWFm5rbZEzQnFiFP/mg+ncOeN9Al4fMTvBiUP34m8nnkyOt6HVmJ3j2oMOZr/effjPvK/5dstmNleUN2t2v6Zgq01hVRWrS7Zz+eRXidcaC5/79hsePeMcjhw0uO0ENHQYzJvE0GqoKlr1KnbhudjbTsIuvxe1O5oLQZZE3iPZMmwDFTjz2Jw6hb3gH4dYO3bFi28YBI5OUXZ3IIKW/QEAu/IFtOh7Tgi+0CS05KdoyfWOT7dht6MqmnpVQkRqrLwPnHIGRw0ajN/jIdfno5Pfzx1HH89vjjqW3DRKZ8DjaePIwzuIq1IZixJNJJi+cjm3z3i/xds8tP8A/nn6WXx4xdV8f9+23yAbs21ufGcKF7/2cpKiDBBOJLh12tQWDb1n2H0wlmVDq6Flt0P4DTcCBFD5FBp+G7q/ucOtYDdCVSGaapOR7foy157L+sA7HAKnOFE0fKPBPx4RCym4H636L1S9CBoGezNNC0W3CxL9DLVLoPyPJIUa1CqIzILIB5BzQpuJZ2gbjhk8hNeXLKqX+nqPTp3oFgwCkO/389gZ57A9VMX2UIiBXQrwezxE4nEsK7VKfNTAwVyy/wG8suA73li2pMX7kSmRRII3li7mrmOOJ+hrOetyNV7L4nfHnsDHa9ewJk2ykNbiq80b054rDYdYXVLM0K4mjb1h5zCWZUOrYMfXQ+iVHYoyAFFIFKJVL6Lx5ai9O/qgNrKJrYY4xL+D8t+iFfc5VtOiC1C7ChEvEjwfybvS8XduN7avVkByIPo5SKp5f5WT6tqw2/Hz8UdQkJNDwM1O57Msgl4vfz7+5HoRdboFc9mrW3cqohF+MW0qBz/+CPFE6snmx2tX08kf4OqDDk6bHbAtqYhmm9ho59i7e49WbS9bYqoZhQg0GBrDWJYNLY5qFIqvJXWYtBBU/BWtfAg0geZehnT6eccKEZcGEUGDZ0HodRrP3lfLpxl1LKfxJWjlI6hnIJT9lt3GmlybwPE4myRTfV8sN7ufYXejb6dOTLv0Bzw//1u+3LieoV27cdl+BzKoIHVij2giwYRJL7CxvIyYnf45ito2ry1eyO1HHUuXQA7bw6G0ZVsbW5XuTQxP1xRUlS82rGu19ppCwOPBnyJ+tMGQLUZZNmSNRueiFY9CYh34xyB51zmJRNKVr3wGEmsbqNHeEdmg6lnU0xPJu7x5hW6nSKdfofEVEF8EWKAxnElFJopvBKomgZaw60fEEJrUB41D4LA0J/1IcMLOCGXYhSnICfLjg8cBjWf8nL5yOYVVlQ0qyuAopLFEAo9l8dCpZ3DNm5NJqE2kHYRVi9s2U5Yu5qzhI1ulvapYjMoGLNkeEXrnd6Kz38/S7UVt4jscTSS45LX/MeWiS+sZYFZsL+KtZUtRlFP22pvh3Xu4E4D1rC0tYWTPXuzbq3ery2xonxhl2ZAVduhdKL0VCDsHQqudpe7uryDeIakvCr1C45bTmsJQ+TjsLsqylY90fxGNLYD4CtTqC8VXUi/Vdzq0nF1fUfZBzjkQ/QjsIpyQeRn2KbEB7GIoeBhKrmeH5T0O+dcj/gNaTuwOiogUAI8D++Dc0CtVdVbbStWyLCrcllE651yvjzP2HgHA+AEDmXH5VbyyaAF/++zjdvEU/mLauxzafwC98vJbvK2gz0fQ66MiVn9sz/F6+eQH19A1J0g0keCyyS8zZ+OGpHvUxOlxViRUWVNawrwtmzmgT9+a44/N/ZK/f/FZTdi5R+d+yaX7HcCM1SvZVF5eo9gf2GcPnjjr3HaVkMXQNhifZUPGqNpQfhc1ijIACdAqtPz+5mvI3v3iY4pvNBI8CytwMORf76b6bgwfHWK+Kz6wuoHVA2dIytTH0IL4t+i2k6Dkx5B3FXT+E9L5DqTnB1j5P2xBoTs0DwBTVXUEsD+wqI3laXGGFHQlN83GOI8IAgS9Pk7fezjj++9YReuZl8eVBx7USlI2TtxO8Pz8b1ulLUuEKw88qF7sZb/Hw93HHE+3YC4iQsDr5cLR+9a7vrUmF/GEzbqyHVGX1paWcP/nnxKOx0moknDjYD/x9VxWFRdTGYsRiscJxePM3bSBB2d36HmiIUOMsmzIHHsb2OWpTkBsdvrrgueQOrRZGkXPN7oJwnUcrPzroPOfnZTP0htI5XPnBe8QsLq3tnjNj8ag6mk3a1+U+lb1ABAkOYGL4LiqxIGw48ZT8RjYJUjwXMTTqzUk73CISBfgKOAJAFWNqmrbhjtoBU4btje5Pl9SQhKPCL1y87j+4HFce9DBPHvu+fz5+JPqLee/smhBu9lSawMri7e3Wns3jRvPDw4YQ9DrI8frpZM/wC8PP4oJo/ZJKvfuimVtZnmP2gmW1oqbPX3lClJ5hNiu4lybSCLBpAXzW1pEwy5ABzBLGVoN6URae0ADSpvk/QCNzID4EmdjGkEneoFnAMQXpqirD3bxtWANQPIuRrxDm0X8XQW74jGofJgaH2bfARBfBVoB2E4IubxrkZwT0eLrILqhrUVuOhIEOoNuabhMj5lIdDpa+SQkikG3UT/DXwgqH4G8iS0ocIdnCLANeEpE9gfmAj9R3ZEuUUSuBa4FGDhwYJsI2dzkeH28esH3+dX77/H5emfT2pEDB/On40+id356lwZV5b5Zn7abrbV+j4cxffdIOvbRmtU8MucLNlWUc1DffnTPCfLequUkbOWc4SO5buwh5PmbFjHCEuGWw47kpnGHURIO0S2Yi9eqb4NrrdTi6Xh4zmxeXbSQq8YcRFFVKG32xlSURiKo6m6x6dyQHtF2FLB77NixOmfOnLYWw9AAdsmtEJ5KsvUviHT5HRI8O+11qjZEP4XYN2D1Qn2HQtEZpPbNtXBsJB7Aj3R9EAkc3ZzdaDY0sRniS8HTD/HuufP1haagpb8Gau+yz4HgmUj+zWB1QiRQq/ybaOktpJ7EeCH/lxCdAbHloKWkvt8+Gk0t3RJIJydGdMnPXdnSEUR6TK7xiVeNolv2JXWffVh9FrSEtBkhInNVdWybCbCTiMhY4HPgcFX9QkQeAMpU9bepynfEMbvaj9WXQRSFSDzO6H8+iN0uPJYhz+vjnBGj2L9PH87YeziTFy/i7o9m1MtmWI3f42HPrt14feIlKZXc5mDWurXc+M6UdhM5xCNSz4LcWPmnzp7AEQMHtaBUhrYi0zHbuGEYskK6/A4CxwABkHwgB/KvgZyzGr5OLCRwJJJ/I5J7IUK546uakmo7TQIIoaW/aneZ2FRt7NLb0G0noCU3o4XnYhddjNoVO1dv5SMkK8oAYQi9AVZ+kqIMQM7JpI3VLAEkcDBWt6exen8CPV4ntUuHJ83xdDRHtsAc8B+OlvysEUUZnBTfO/ot4gdPv9RFvcObQbbdmvXAelX9wv38MjCmDeVpdXweT0aKMjjKZkGw/WTPDMdjPPfdPH4x/V1G/fNBfv3BtLSKMjjRItaUlvDBqhUtIs/a0hKufvO1dqMoA1kpytXl31y6uIWkMewqGGXZkCU5SP6PoeDv0PVxpNcsrPwbsl+i8gx2IhZkgl0JiTVZS9qSaNWzEHoLiLoRKcIQm4eW3oZqHLUraNKqTaIw/bkU/uIifgieT9pH2btXzZ+WdyjS9VGQzjsmOvjdaxtaluzhlJVOQAD8B5N94hNx2/SA1Qu8IyDyIWhZI9dZ4B2CeJKXlsm/jfpKew7S+f+ylMtQG1XdDKwTkepZx/FACl8pAzix0n926OH1Nrm1FXWf4kxGoKpYjG82b86qnW2Vldz2/nsc8vgjHPPM4zz59VwSKcLuPfvtN8QbCcfX3hGosbqrKp+vX8dvP5jOXTM/YN6W7O6bYdelfTzhhl0Cja9Bi68BewuOJdJG836Oaonje+zbBwlORDyNbzoTKx/Nuwoqn6S+JbUucTT6rZP9zzuyffiOVT1DfbmjEHkX3TIGiIPVE+30W6xgFumW/WOcFM11X3NWp7R+4ZL/YzQ81VXaq90pciD/l44yXbts4CjoNQutfAoqHnTLNxLWr8uvEd9oSGwE3wgnbnb048z7BE5/rEHQ/QmwI1B4Eo2HxxOQzkjBQ/XOWMETUOtRtOIBZyLlHYbk34z4D8xSLkMKbgSeE+fLsxL4QRvL0675/r774xGLX8+Y1iaxhJuDskiY6SuXc9iAQWmjguwoG+HMF59leyhUowjfO+sT5m/dwv0nn5ZUdk1JSaOxq6vJ8/mwVYkmEllbf1sSv8fD6cOGE43HueujD5i8eDHheAwR4aUF87nuoIO5aVy6WO+GjoJRlg0ZoWqj2y8HexNJilzF3dT4vEY+QSufQvOug8h7zma+nNOR3MsQK69enZJ/E+rpD5X/Bnu7s7QeX06yEiVAHMrvQkk4mwK7PoF42jhYfFp3C6UmtJ69CUp/hnqeQPwHZ1StdPo5Gp0FGmaHO0oQOv0akdTWY/H0gh5vopWPO37hVm8k72rw9MYu+QXE5jnW2bwfIf79AS9UPUVmsa99iF2EeAeDd7DTQ6uJ9z6xHCqfQ/wHoeIHTaUs146+qu59SG31lsB4JDC+abIY0qKq3wC7rN91W3DhPvsydcVSZq5ZnfK817K4cNQ+TF+1kopopCZsWXvhhe++5dXFC7EQ7jv5VE7ac1jaspMWzKcsEkmyGIficaYuX8rNhx7GwC47siSO69+fT9atIdyAK0g1tsJDp57BuyuW8/riRVltwmtJIokEl772P7yWlRQxQ92Qc4/Mmc25I0YzoEuXNpbU0JIYNwwDABpbhl3+D+zyh9H48voFYnNd39JUA3y1NTPiLKtX3ONs5IsvhYqH0cLzsRPb6rkliAhW7gSsnlOxes9Gur8KwQmA312yr7aKqhMJQkMQX4puOx678EzsiqewS27D3nIg9pYDsEt+gdqtFDYpcASZPT5htOKfGVcr3r2c+5BzhjMx8B+GdH0MK3h6w9d5emJ1/hVWjylY3Z4AqytadB6E34DEKojMQLdfih16Fy260E3+kZFEqKdP8pHAkTRt6IhAeLKjdGs6Rb3u9yvmRMAwGNo5Nx6SfuJ2aP8B3H3ciXx65bU8dfYELhy9T9qybYEC4XicqniMn777Nlsr0++9+GLD+pTKr8/j4butyVFtLhi1LwU5OfhqbR4MeDx46qwOekQY2KULxw4eyl9OOJlrDmpfczUFYradcoIjCDNWr2x9oQytilGWDdgVD6NFE5xwZZUPo4XnOeHLkgqVkLmfau1ltyjYK2Db4ejWE7BLf4O97QzswvOwKyeh6lgPVOMQ/QLJOQa6T0a6/Bm8Q0mtnEedMHQVf4bwK06MXa2C8BS0cAJ22R+wtx6BvfUo7PL7UQ2nqGPnkPyfOb6/NQp9A49SPDt/a/EOxSq4B6vn+1jdnkYCyel6NfolduHZ2JtHYG8Zh13xr3obILX8L26YvurjrsW79JcQ/y4LaWJQ8qukCZR4B0DgFOpvLBQc95yGNzyJZ48dm0QbJeH8rw2Gds6Yvntw5MBB9UaCoNfLj8c6z7Alwtg9+nFIvwFJMZ3bE+F4nCtff5VvNm9KeX5IQdck5bcaW5V+nZOtq50CAd6YeCkX7bMfffLz2bNrN2478hj+fMLJ5Pn85Pv95Hi9jOrZi6fPdlLTL9q2leHde7ZYdI7mxhIhp534rBtaDhM6bjdH4yvQwnNJzsoHEEB6TEG8TrgcTRSh244h4zTMGRGEnOOcOMzbr8FxCxBn41/n30HlY87SfVZUK2zVlo8A+EYi3V5qdl9nTRSiVf+F6BzwDITwm9S/PxYETsTqWt/vtkltxhagRReR/P/KAd+BoNtd15eToep5V1nOllRJaAW8+2D1eGWHHBpHK//ttlMJ/qOQTreAlQuJzWjJre7/rnZdAcj/IVb+DU74t/J7IfSS64s+wnXBqRvCzgvBiYj/QDT8lhNuLveCjN1aWptdPXRctpgxO5lQLMZtH0zjneVLsUQIen3cfvSxnD18ZE2ZWCLBrz+YzsuLspm0tj45Xi+/PepYLtpnv5pjtiofrl7F9W+/SSSxw7rstSyGdevOlIsuzXicjcTjLC4qpCCQw6CCArZVVnLF66+wuqQEryVUuenHPZZFNNE+XDJSEfB4mHXVDynISZ11VVV5edECHpkzm+2hKg7o05dfHn4UI3v0bGVJDanIdMw2yvJujla4m6Sou6zmRzrdjORdVXPELn8Qqp5wlBugepPfziUuDTgJSnbkPNhRt28cxD6HnQ35L7lIwaP1LLTNjV3xD6j4N8kb/4JI90mIr3lCmtnFP0q9ATAJP46fb7YvmFSKcjUepNeclL7nqdD4crTo+zjRQsIgOeAdjnR7BpFky3N1wH+79P8g9DY7JgICkgueYY5LD1WujDmQ/yMn02E7wyjLBoCKaJTScJg++fl46lhIb502lbeWLcnIj7etCXg8zL32enJ9PuZv3cIPp0ymLBKp2YhnuanAxw8YyL0nnkr33Nx6dYRiMT7fsA4L4dD+AwikscJOmPQ8327ZnOTqkOPxcubwEeR4vbz03bdE22Fkjd55+cy66odpzz/4xSwenfslobij/AsQ9Pl4/cKL2bNbB8jAuouT6Zht1g52d8RDeveK5FijVqebsL0DoPJ5IAGBkyD6EcQWgFigCRzFNpONY67F33IAACAASURBVNXYTpa6eiQg9lkW9TSARiE+H/WNQqtedDbBefo5Gw+bSYkFkLzrUasXVD7q+AT79kU6/bJZ23BcEhqbnERxHu26yUZyHOVT0/l1N1SvuN+VzBDvXtDzQ4i8C4nN4NsP/ONTblKstkRJ59+jnkFQ9ayzgdI/1vENr3gQR1GuljEEFf9AgxMQj7HOGNof+X7HxaAuRVVVvLl0cbu2lNYmkkjwysLvmDBqHy559X+UR5NXzvweD29//zIGF3RNef30lcv56btvJ7mcPHzamRw5cHBSuQ3lZSzctrWeT3A4EWdVSTGTzp/IxNH7cvnklykMtZ+YzQBbKiv4dN0aDh9QP2lJKBbjX3NnJ02Mqv3DH5r9OX8/peG9KIb2g1GWdxM0vhoi0wELck5GqpM6BE6C8gdSXCGQc9KO6zWCltzixMYVv6OA+oYj3f7jLJ8nVoFnLxA/WpguM18qYrT411ACqHSBwtPBLsaRzUJDb0LB/7N332FSldcDx7/nzp26lYVdeu+oYKHYQSyAKPYWo0aNNSYxUX8xvcdoEmNijA1jiUZj74o9Ym+IChaKKL3twtap9/39cYdlZ3dmGztbz+d5eNiZ296B3dkz7z3vOdcigRaUdmvsMiJI6GQIndwm50vLHgOJtTQdMMfBGg7OOrf5i4lCYDaEToeys5I1rpv7ocYG3wENZoSbIlYIgsc1f3+xkdyLIPei2uecbZelTycRL0TfhuBRLRqTUh1pTUU5Po+nywTLAPct+Zg8vx8nTWOoaDzOtx9/hAsnT2Xe2PH46jRz2VhZyfeefarBDPqFTz7G6+ecn5K2UB6JYFsWkTT/LmXJ4Hh8cQnDehWxpWZtW720NvOfjxenDZa/Lt+OJ80EgWMMH25MnxOuOqesZ9CLyCoR+VhEPhQRvV/XAZzKmzBbjsZU/BVTcS1m82ycqnsBEHsI5P0Id7GVH3dxlh/yf5bSCMKUX+0GykSS9XwjUPMUpuoWxDsOCcwBT19MxVU0TOloSjZvR1rubGrsi2QFiB1BvAOEMdt/WmeRYRin/A84G/fB2bAbTum33Q8ZnYjkXkLzFsbZEDwMKXkTKbobKXkVq/AaLN8kpM+zkHM2WENIf1fBwp2VDoDkuLPwBX9oy5fRfFJAxrcpK7ddh6LUrhpaUFDbTjsduxMu+vt0y2beW7cubYDvACu3lfHLV17kzEcfTCkn9+SyzzM2Znpm+bKUx6N6FaUNKn0eD0eMHEU0keCa1xdmXHTY0V75ciXXvP4qW6tTP9j3y8klnqEE3rCC9LPxqnNqr+Wmhxhj9uxJuXydhYkvh8obcIPEHQ0oIlDxB0zC7T5k5XwTKX4Oyfs/90/x81ihU3aewxioeZCGs8VhqLpr535lF0BkIS3Plc0Gi9pA0Nhuu+gGi8cAIpBY5e5WdhFU37uzuUd0IWbL8e1Xjq4ZxLs7UjTfXRCHgBS6fxr8KHvdBjFWLuKdgFhFO8/h6YeVdxlSdBM7q3nU5YPCm5H8HyOF/0D6LOiwdAcJnUTaMZoaTNV9mOjidh+TUq1VGAhy0oTdG3T8C9o2T552Bnn+5nwQbn+PfLak0VpINfE4n2zayAsrd7bNroiE0wbYccehsl46h9fj4fczDydg27UpGwGPTZ9giG/vNZnvP/skt3/4QaftBliTSHDT++8y+5472Fy9c/1NQSDA7JGj8ddrnx60bb4zNbtraFTb6hq1WVSrmZpnST9zKxB+YecjT38IHI6Jf47ZeirOlmMxNU8kZwbiZEyrSC7MM/Hlbu5y2oC0I+xYrOaAWQ+Upd/NxEFyMbFlblWLlNdpgEpM+VXZHmyLiG8qVp/Hsfp97tan7vM4eCfhBpVBtylJr5vcEm+NnccetfOuggSBEBCAgr9gBQ5EQqch/gMyNkNpD+IdD/k/TY6x7uIhB6Ju7WgTfrmjhqdUi/1y+ky+M2VfegdDeC2LffoP4N4TTmFCcQk3zj0mJZWhszBAvIliANWxGC+u3Fm96OChw9OWVPNYVoOcZYC5Y8Zy/4mncszY8UwbOIjvTduPp08/k8polFdWfZlSfaO+6UOHNbuwaTaV1tRw03vvAG6qxdWvv8pzK5cTd9x/OwsoCeVw7RFHMmXAoA4cqWqp9shZNsBzImKAm40xKQV8ReR84HyAIUOGtMNwVDomsQWz5ZjkrGocnHWY7T+D+DLE20gLYe8e7t+J9cnc2Lavadw6zZzdtndHPH0x0fcz7xN+EmN+2+Kc3bZijMFU/9etROKUgW8Kknc5Yo8E3Jli6f1fTGKT++/vGdzs8k1WzjcxgVnJXHQv+GciVn4WX03LWaFTMIEjMaVnQnxJnS1u7WhT/ivwz+gcbdCVaoLHsrh4yjQuntJwZtExplPOYDWncodHhKLgzg+0e/XrzxEjR/P8yuW1ZeBCtpdjx41nXIayabuX9OUvR8xJee799evwejxp85kBfJbF9KHDOWPinnz7iUeb+5KywgCvJrs43vDuW9y1eBE1df7tfLbNJVP3ZdaozB0SVefUHsHygcaYtSJSAjwvIp8ZY17dsTEZPN8CbhmidhhPjyKBWZiqW2gYPBqos7DNVN+ZnCWu+6ZYA1W3JpeSZfivSWxyG2LY4zK0L+7MBHIvdr+0h5N5VtzjLibzT2+vgaUwFX+G6rupLUkXeQkTfRt6P5YyeyyekladXzzFEDqpDUaaPWLlYRJfp9/obHE7R4q2m1Vd252LPyDchRb/1ZUwhhG9dubhigjXHjGHF79cwcOfLsVjCSeM353pQ4e16LzDC3sRS2ROvxARDLB7cd9WjrxtbamuYkNFBfM/eD8lUAZq22N/c+KeKc+v2lbGCytX4PVYzB45hr65uh6js8n6h1hjzNrk35uAR4Cp2b6m2km8oyH3QtxFYTvKifkh70qkbhvjyFukr47QRL1e52tM+a/Byus8wYo0rxYwGLdaBMnb/RnH72XXakm3nnEqoPouUms3m2TO7i2ZDuuerMJMG5JpJEp1bVs7WVm0lvrNqy9TEdk5aSIiHDZiFP+cO4/r5xzNjGHDW3wHaFhhL/YfPBiflT49xTGGI0aMoiQ3l3G9++zS+NtCRSTCiQ/e26DM3g5ba1IXAf7jnTeZc8+d/PmN17j6tYXMuHM+D3+6JO2xquNkNVgWkRwRydvxNXAE0LnbFnVDVu7FSJ/HkdwfIHk/RPo8g5VzeupO9kCa3866npp7MVtOBrN9l8e66wQC86hfIzqjxKadX+f/Kv1xYsC3bxuMrRXiK930iAYSEFvU7sPpUKHzgPpBsR+CxyGSbqGiUl3LESNGdcqc5ZZ48csVTe/UQjcceTQnTpiQdpuIEPS6N8kfPvkb7Nm3X9r92osDbA+H6RNs2KAFYFiB+6H/ww3rOeo/d3HtW28QSSSIOgnCiTiRRIKfvvQ8W6pb04FVZUu2Z5b7Aq+JyGLgHeApY8yzWb6mSkPs4UjueUjOuYjdcGGB26lvF1ZiJz6jZc1IssVAzb00u+tfbDnO1jNwtp4Gie0QOBo3ILPYUUpPCv6akq9sEpsx4ZcxsaUZSyO1Gc8At0ZyAwKe4dm9dicjoVMg5yzcxX65gA8ChyP5P+vooSnVJuq2lu6KauJx7vvkI6qibfu7IGB7OXjocHK9DT8UWyI88tmn7n5eLw+fcjp79evfptdvqUgiwYzhwxtUwQC31N6pD/6X0x68j6VbNqc93hJJWSypOl5Wc5aNMSuBSdm8hmob4t0DU/An2H45zW8o0pk1M4iNvkhtrnJ8KdiToOguJPq6G5AFjkQ87q09Ywym4o9QfY/bmIUEeIZCr3/V7tPWxFOM8R+ys8Z1LT+Se35WrtlZiQiS90NMzvmQ+Bo8/VJK4inV1VXHM1cTaqwZfWeyaP16znz0QR486bQ2XXS7obKSWJqaxeF4nDXlqXc1fzPjUI657+7mTpm0Ob/Hw9Gjx/HZ5s18snlTyra44/DOujWNHu8Y0yX+r3uSzrjwVnUQKzgLes1nl2aYu5w6v5xMDcQ/gvgX4D8IQqemBsHhJ6D6PiAKpjK5/3LMtu9ldYRS+CcIHo1bGs4LVn+k8G/IjkokPUy62tFKdQcJx8mYDJfv9zeoz9wZxYzD51u28NHGDW163kn9+qe0zd4h5PUyZcDAlOfG9O7TodVxBuTl0y83l6X1AuXmiiQSHDp8ZBuPSu2Kzv+Tp7LKONsAq7ZcmPimYoLHJ1MZeiBTDeW/wEgQMJi8XyPBo8HZiKm8jdSFdgBxiH2ESWxEPNlZjS0SQAr+gMn/pVuxRHppmTSluqF+uXkMzM9nZVlqXXifx8OBg4fyv2RZss7OYPhk8yYm9evP0s2buPbN1/l400YG5efzvan7MX1Yy1PIJvXtx9SBg3l77eraUnY+j4dB+QUcPmJUyr7rKytwsp0i14hlpVuZfc+duzQ7/POXX2BoYSGD8wuYN3Yc+f6OKV2qXJL1nMsWmDx5snnvPe2I3R5MfDlm2+UQT7Yd9U5ECv5Um8/sbNzbnT1Ny0Pn6NLXHrxgFYCTbPGdjoSQ3g/V1j1WPZeIvN+TOpXqe3bbW7JpI6c9fD9xxyEcj5Pj9TIov4B/H3cSh9w5n6pYZ2n81DgBinNy2BYOE0skagPHgG3zh5mHc+y49Av2GhNLJLhz8SLuW/IRsYTDMWPHcf4+U8n1peYyl0ci7HXzP7pFKkPQtvF6PNx3wikZ61Or1mvue7YGyz2QcSoxm2ckG5Ds+P8XkD5IySuIeHFKL4boC+lP4J0NMV2nWUt6ISVvINK1V7GrXafBsmoL28I1PPbZp6ypKGfv/gM4eMgwHv38U+748AO+3FaGRwTHGBKd6Pd3S/QOhnj72xemTatoK+c89jCvfPVl1s7f3sb27sMzp5/V0cPodpr7nq05yz1R+EncXN26b7QGzBZM1e3uw/yfkfbbwzMKYs9nf4xdgge3WsYfNFBWSrWZwkCQs/bcm58eNINZI0dz/pOP8oeFr7CirBTHGESkwWxqV1JaU80rq1amPBdLJHh+xXLuWryIxRvW73KloX/OPZoDBw/dpXN0Jl+WlbG5uqqjh9Fjac5yN2CMgfjHbstpe0JKV7e0+8e/chenNdwClX/H8c+EsrNxF5TVaV/tnwtSCImeXtLGB/YIN3UldCbiHdPRA1JKdVOvff0VizduSOkGF00kiDuN13rwWhaxJvbpKAa45OkneOr0sxhe2IvV27dz8oP3UhmNEXcSWCLs038g8+cd1+q60wHby13HncjKslLm3HNnp/23aK6EcfDoWpUOo8FyF2ecUkzp2RBfBeIBE8MEZiMFf8w42ym+iZhqL+nbOydg68lAFakzz14QG8L/afPX0BVJr1tSOyAqpVQWvLn6a6rT5CkLmQPieWPGMa5PMXv1688lzzzRKTsDhhMJjr733/z8oEO45o2FlIVTx/jeurX8a9H7XDh515r+juhVxLl77cOdiz+kppHSfJ1djtdHUYZGJyr7NA2jizPbrkgu0qtJLsiLQHgBpvruzMd4p5G5YmcCqEyzPQbhnpinXEjqZ8ogBI/VQFkp1S6Kc3LSNrfwWBaFgSBey/01LoBtWfz0wOlcN3suF06eyrRBg/nTYbPbecTNVx2L8eOXnmsQKAOEE3H+u+TjNrnOFfsfxJ+PmM2UAQPpn5tX+2/WlfhtT/abYKmMut53jKplnAqIvgXE620JQ71g2TilOJXzcbZdCpsPSXNMs65I1yiL34byr4TgiWD1Bc8IyPsRkv+bjh6VUqqHmDd2PJY0/FUdTSTYUl2FiGBbFvPGjOPpb5zJuXunrlUqDddgd9Hb9+makLSGiDBn1Bj+e+Kp/GPOUXi7YEvx8kiEDzas6+hh9FiahtGVmRoyft4xO/vKm9gXmNLTkm2TW9udzwbPkB6XryzecUjo+AbPG5MA4oj0pAYuSqn21icU4rZ5x3HJM08QiceJJhK1qRcGN2gGeGPNav4y68gGx0/s2w+PZRFPdK1ynx4R5o0Z1+bn3bNffwbnF7CirDRt3vfwwl5sqqrsdCX6ookEb65ezT79UxuwLNm0kQc+XUJ1NMqsUaM5ZNiIrFYZ6ak0WO7KrGL3j1O/daYH/DNrH5ntP06WidsVIXDW7+I5uhgpRLyptUCNiWDKr4Kah4AYxjMSKfg14usx1cKUUu1s30GDefvcC1m6ZTM/emEBn23Z3GCf6liUpZs3sXtJanOkUUW9OXT4SF5YuZxoF1rkVhzK4aLJ09r8vCLC3cedxOXPP8sbq79CRBiYl881h89ir34DsESoicWYced8NldXN33CdmJbFoWB1MYkt3/4AX96YyHReBwHeHrZF+zTfwD/nDuPnC5cLaUz0mC5CxMRjGdgmmAZyLkIAONUQ3zprl/MOwFi7+z6ebqSwhsbPGW2/RAir1I7Q59Yhik9F/o8hNijGuyvlFJtwWNZ7FHSlxyvN+12AxlbZV83ey7/XryIOxcvYnNVFTWJ1qThtZ9Cf4DnzvgWub7s3LnrHQpx+zHHUxGJEE0kKAoGqYnHeXHlChwMBwweygMnnsaMu27LyvVbwwBzR4+tfbylupprXn+VSJ07BtXxGAtXf8Xet9zANyfuyU8OnI6nC+Znd0YaLHdhJvY5xBan2eJDYovAHuBWyMj4FlqXkDkf2QdW70a2d0deCD+O8Y7HVN8J4acBD8Q/p2H3wiim6jak4KoOGKdSqic5acLuLN28KaWUHECuz8f44pK0x9iWxdl77cPZe+2DMYZxN1zXaUup7V5cws1HHZu1QLmuPL97jZdXreS7zzzppi8YiBuHPx8+m737Deg0ecI/2Hd/egWDtY/fWP0VtmWlBMs7xByHez9ejM/j4UcHHNyew+y29CNHVxZblGFDDSb6NoCbU+s/mMY/FwUa3y5eiL5BzwqWY1DzIGbTZKj8qxskx5eSvs13AmLL2nuASqke6Pjxu7HfoCGEvF48IgRtmxyvlxuPnNesXFVJ5gJnqtnb0dmuVbEY5z7+MJc++1TadJO2VlpTzSVPP0F1LEZlNEplLEo4Hufy557ld4ccxqS+/Tq8vvGEPsWcv/eUlOcCto00Mq5wIsHN77/LxJuu59zHH2bZ1q3ZHma3pjPLXZlVkqytXH+DDzz9ax9JwR8wW0+HxDqgfokeC6QXmAxvStYQyPsRbL+8DQfeVTR3gYcN3olZHYlSSoE7S3zr0cfywYZ1vL1mDb2DQeaMHku+v/kzsb+YPpMVZaV8tnULCceQMA4+j4eE43T4jPOX28oA+KJ0K8+vXM7tx5zA1IGDsna9Z5enn+hwMLy2+iseOeV0VpRu5eQH76MsHE67b7ZVRCM8u3wZOT4fu5WUUBzK4eChw5p1bGU0yiurvuSdtWt48rQzGVpYmN3BdlM6s9yV+Q8CCdFgLkA8SPCEnQ+tIqTP0xA8Daif7+YkA+V0b5BeJOeMZIe6aJsOvfsQED+Sc05HD0Qp1UNIssPdxVOmccruE1sUKIObfvDQyd/g3hNO4erDjuDWo47FGNPhgXJdjjHUxOP84pUXsnqd6lgsbVWMWCJBZdT9vTeyqDf/mHM0QduurdHcnsHT6vJyvvvsk5z3+CMc8K9b+ObDD7Bmeznzjz6uWW3PDe7r/MGCp1m9fXv2B9wNabDchYl4kaJ7wB4N+IEgWH2RXvMRT0m9fQWoIPNsabpvBQv8hyL20DYdd/fhAd/+SNH9iJ29mQ+l2puIeERkkYg82dFjUW1vc1UVd320iDdWf8XYPsU4GDxpajl3Bsu2bm2ytfeumD50eNrXHrBtDhk2vPbxpH79+eG+BzC5/0D2HzSYHx80gyn9B9ROVe3oqJhNCQxxx+GNNV8z9967eGDJx7x17gXNOtYAizeu54i7b+eW99/N6ji7I03D6OLEHob0eRITXwNEwTM8cx6TZwRufnL9W0lxkHwwEffrHc1HJAdT/W/IOQ/w0TCFoztrbMFjkj0Kq+j2dhmNUu3s+8CnQH5HD0S1rWeXf8EPFzyDAeJOguvfeYtZI0dR3YlbQX/78Ue4eMq0rKRjjO7dm1N3n8h/l3xc2w47ZHs5cvQYJvVz0xmXbNrI6Y88QMJxiCYSWCK8s3YNXo+ntnPigLx8bpw7j+dXLOevb7/R5uOsL+Y4PPHF5y2aKTZAJJHgurffYObwEYwq6p29AXYznfOjpGoxsQch9ohGE/4ldLy7WC8dUwWegeDdF/fbwoApheq7MVvngWdYNobdidk0/lnSAntMew1GqXYjIoOAucD8jh6LaluV0Sg/fO4Zwok4kUSchDGE43GeW7Gi0wYDBnj161Wc/dhDPPpZG5RBTePnB89g/tHHcsL4CRw3bgL/nDuPqw+b5V7fGC586nHKIxGqYjFijkMkkSCeTBNxcAPXTVWVvLduLeftM7ndmoJEnQTvrF/b4uNiiQRPL/siCyPqvjrrz4fKArF6IUX3guSl2ZpwFwDG3iW1FXYMnPJkqkdP+nZJkD6PewcfktO8219KdTHXAf9H4z8Aqgta+PUq7DQpB+F4rF1KtQEUtDC/eoeaeJxf/+/lrKRkiAj7DR7Cnw6fw1+OmMPBQ4fVTjwtK91KWbjpu6o18TgPLP2EgO1lUH7nviHjGMOi9esorek8TVc6u54U/ShwF+tlnCUWUgPlHaJum+v8X9OzMncyvCl7hiNFtyUXPirVfYjIUcAmY8z7jexzvoi8JyLvbd6c/dJequ2YDJllBtijb18Cdvbf36cPHU7A07rrRONxPt28iUg8zpNffMZR/7mLPW/+B/vddhM/efE5/r14EZc99wxXLfwfK8tKd3msxhgWrFhOTTNbX5vkP/BFk6d16pbTBnhz7WoOuv1WFn69iu3hMPd+8hE3vvc2izdu6OjhdUpiMv30dIDJkyeb9957r6OH0a0YEwccRHaumHUq/wGVN1Pbha5WI3m6/plYvW7C2XwcJJZkabSdiU3aDw6SgxT9B/GOb/cRqc5PRN43xnTZ3ucichVwBu43fwA3Z/lhY8w30+2v79ldS0UkwrTbbiJcr6FJ0PYy/+hj2VhVyc9eep7qeHY7/OX5fFREW1dhybYsjDEY3BnStPuIYHs8/OXw2cyp0/WupX7y4nM89vmnDRrApBO0ba484GDOmLQXCcdh3A3XkehE8VUmQduLiBvoRxMJfB4Phw4fyXWz53bqgL+tNPc9W2eWuynjVOBsuwyzcRJm40ScLSdgYp8CIKEzweqDW0FjBx+ZF7QJknNu8sse8i1j70HaHw8TxdQ8jQkvwJjOuyBGqdYwxvzYGDPIGDMMOBV4KVOgrLqePL+faw+fg99j4/d48IgQsG1OmrAb+w4azLHjJjB/3nFYzWxNErTd8/haWAWitYEyQNxxSBiTMVAGiCdzsX/0wnNEWhn4r96+nUc+W5o2ULZFahvCCBDyetmn/0BO3d2tt//J5k3YXaTNdE08RnUsRk3czWGvicd56cuVPL3s844eWqfSk+6pdxsm/jWm4s8QfR0kF0LfRHLOQcTjbjcGU3YOxJZSWyou/jGm9BvQZ4FbVq7PY5jquyHyMljFEP0IzKYMVxRM1R2AD4InQOVyMN28MkZ8Ce6Hh/qz7Qaqb8bU5LgfOHrfj1i9OmaMSinVQrNHj2HvAQN4atkX1MRiHDJseEqb7CkDBtE7FGRzdWo+qy3C1YfNxm97uP3DD9hYVcmUAYP4/tR9uW/Jx7z45UqqYzHWV1TgdJZurwKLN25oVRWNDzeuz9hOeq/+A7jlqGN5ZvkXbKmuZsqAgUwdOKg2z7m1AXpzBG27WTPdu6I6HuOBpZ9w1JhxWb1OV6LBchdjElswW08AU4HbUKQCKq/HxJchhde4O8WXQPwLGtRUNjFM9X1I3vcQKx/JvRhyL8aYOGbjhEau6kDkBUxkIRT+Gbx7Q/Q9GqZxdCdR3O6GOYAXTBi3dF7yTcpUQSKCqbgGKbiq44apVJYYY14BXungYagsKMnJ5ew99067zWNZ3HnsiZzxyIOE43FE3OoJ35u6H1MHDeL4//6HqliU6liMjZWf8ehnS/Enc51P3W0PPt+6hTfXrG7Pl5NRVTTKmvLtrQqWS0I5aZ/3WhZ79u1PQSBQO5Nc36S+/Vrc4MUCbMuDk6ylnHYfEQ4eMowFK5e36Nyt0QUySNpV17hPoGqZ6ruTs7p1f5jCEH4ak1jvPox/BSbdf20U4ulurXiSQWGjV3avU/5byLmCJmsQdwsOmBgU3Y37waD+a45D+NkOGJdSSmXPuD7FvHnuBdx0lFtC7bWzz+eiKdP4+UsvUFpTTXVywVvMceeQw/E44Xic/y75mP65efg8no59AUkG+OUrL9Z24muJKQMHURQM4amXt2tbFt/YY1Kjx/ptmwG5uc2+1rCCQt4490IWX3gJBw7O3ATMMaZdAmWvZXHChN1SnosmErz05Uoe+/xTNlVVZn0MnY0Gy11N9APStp4WX3I2GfCOxS19Vl8AvA1/yEUEQme625vibILyK0lfNaMbEhtMY28M3X8BhFKq57EtiwMGD2XOqDH0DoUwxrDw61WNLlqricd5ZvkXjO3deZpdGOCZ5S2vKWyJ8J8TTmZ8cQl+j03I66V3MMSNc49haGFhk8efs9dk/M340BC0bX528CGU5OTgt232HTS4QYCeLZmuYgzMHbWz2tMnmzay7203cemCp/jZS88z/Y75XP/Om+0yxs5Cg+Wuxh5J2uwZEwePe6tJ7FHgm0rqAj4LJIiETkp7Wsn9LgSPc4+RXBr5MYLE53S/EqyNNHPxTgDfAUD9Nz4vBI7M6qiUUqqzaE51hGgiwW3zTiDHm6EBVjurjsX4qJXl0Abm5fP4qd/khTPP5tFTTuftb1/IwUOHNevYb+wxiSkDBhGyvVgihLxecrw+Rhf1JmDb5Pl8+D02l0zZl4OHDmPVtjK2h8NMGzS4zWfmM50t08eelXJwkwAAIABJREFUhHGIG/d3fNxxOPuxh9gWDlMZjVIVixFJJLjpvXd4q5Ok27QHzVnuYiTnW5iah0md2fWBdyJij9y5X69/Yir/DtUPAGHwHYTkXZlxMZqIjRT8GpN3GSTWYyLvQuWfSN/iOtOPmIf0M9qdmQ3eyeAdAzULwJRRm6+MD/J/7ZbdK/gdZuspYMrdNBgJgtUPybuig8evlFLZJyLMGjmaBSuWNZqP2zcnl97BIHcfdxJnPPogjmNqc5+bW0otYNtMKunLu+vWtsm0zANLP2Hu6LHsO2hwq44fmNfyJiM+j4c7jz2Bd9et5d11aynJyWHOqDHk+nysKN3KlupqxheX8NKXK5hy6z+JJdwAdeawEezdbwBvrV3dZqXninNz2VDZ8A5pyOutTampqyQnF3+yFvZ769YSjjf8vR6Ox7nvk49S/k3jjsP769YSNw6T+w+szWXvDrrPK+khxB4KRbdhtv8MEl8DAoEjkPzfpO4nPiTvcsi7vGXnt/LBygd7DMZsgqpbaN4ssoBnDCRW0rUW/gWQXtdjyi5JBsrgtrKegBT8FvG6eVvi6QfFz0PkJYivAnss+A+urUCilFLd3a9mzGTplk1srKx0Wz7XC5oDts3PDz4EEWFSv/68dvb5PLPsc7bU1DCsoJArnn+GcJrqEnUFbZt7jj+ZPfv156ONG7j9w/f5YP161pRvb9ZKmXTdAqKJBL9f+ApPnHZGi17vrhIRpg4c1GCB4cii3ows6s3ba1bz05eeT6lu8dzK5WDAsqRNVtn5PR42V1Wl3WalOb1HhJ8cOL22skdNPEa6GwoGqIju/F3/3rq1nP/ko8QTDiTrNl83ay6HjhjZ8OAuSIPlLkh8k5HiZzFOBYg/peFIm11DBMn7IY5JQPXtNJ2jbCCxis6Tw5uc5bb6AwacDLfhAjMw2y6F2AekVA+Jr4DEJvDuXOQg4oPA7GwOWimlOq2iYIgFp3+L177+ihVlpXgti5dXrWTpls0ML+zF96bux36Dh9Tun+/3c0qdihE18RhXvvBco6XlbMtiWzgMwMS+/fjrrLks/HoVFz35WJPNUgIem3Ai/T5fbN3SkpfaLm58/50GZeB21I92nLaZVU5X+m6HynjDWWVLJCUne3L/gW4AXE/I9nLUaLe0XGU0ytmPPURVvVnq7z77JC+ecQ798/JaO/xOQ4PlLkys7HwDGqcUU/0gxJeDZwgZu9k1EAd7HMQ/oWOqZVggIQiehORdBnjclJItczLs74PQt6D0GzQos0cNpupWJHBIVkeslFJdiceymD5sONOHDQfgjEl7NfvY9ZUVNPW7IZJIMKlvv5TnDhg8lL65eXy5rSzDUa4DhwzlnXVrKI80vLsZ6iQ51HWtqyhv1n62ZZFwWla92rasjCXoGhNzHB797FMmJv8P8vx+fj1jJr/830tEEwkcYwh5vexR0pejxrjdER9Y8nHa2tKOY3j086VcNHlai8fR2WiwrFKY2DJM6algorjpFEEQP5CbrO3cWIpFzM3pJUD6XOcs805zG6xUP4ipeRyCx4J3TxAvmDTj9u6BiB8j3uTrrcfpfDMRSinVVeX7/fhsu0G77R2CtpeLp0ylVzCY8rwlwkMnnca0225qNF+6Jh7jhHG7ccfiDxoEllXRKB9t3FAbBHYG0wYOZlVZGfEm0i18Hg8xaHbtZoFWBco71D/2pN32YI++/bh/yceUhcMcMXIUh48YhW1ZLNqwjqte+1/a1xB1ErV3Cbo6rYahUpjynyZLpe0ILmvcx76p4D+Cxr9lPO5iuY4qKxd7ByKPAxVgtkL1HVB5vVsruQEvePcAezjpU0ds8B2U1eEqpVRPMnf0uLTvtgIcMHgIN86dx3em7Jv22NdWf9VksPj2mtXc88nitNdIGMOdixe1eMzZdOHkqYR8viarjDjGcNy4Cc1uob0r93UFameM6xrXp5hfTJ/JX2cdyZxRY7Ati+dXLOeUB/+bMdgP2DbThw7fhdF0Hhosq1rGRCD2EQ1/1BIQ/R/EP6XRxX7iQ3IvgJwLszjKTCwaVuJIQOIrdzFeShk9QLxI6Ew3DznvJ0DdmQwvSJ77WpRSSrWJPqEQN809hjyfj9zkn3y/n7uOO5F/H3dSo2XZfvnKi02eP26MmyqQZpsBNlRWtHrs2TAwL58nTzuD48aNp39uHhNL+jJ1wECCthfBbQ7i99hcfegsrjr0CH560PRmle/bFfsNGsyUAQMBdzb+yS8+44Gln7CxXjWNWCLBFS882+gM9uii3uzXygoknY2mYag6rOSfdN/8XreOcyJD9yDPaKTg94g9DJNzPlTdkOE8bS0I/pkQeSbD9igEDof4MAg/DSTA3g0p+A1iuyuUrdCJGHsIpnI+OOvBdwCScy7iKW6H8SulVM9x0NBhvHvexby3bi1gWF5ayo9ffJ7SmmomlvTjxwdNZ4+Svg2OK9vF2/kBj80hw0bs0jmyYVB+AX86fOe6GmMMizas56UvV5Lr83L0mPEMzHdL1501aW8qo1Guf/stok7ryrSGbC/hRBy/x0MkmYPstSwcYzhx/G4cO24C33/2Kb7cVsay0q14LQtj3NrLl07bnwsmTwXg861bSDSyCNFrWfzukMNqq2p0dRosq1oiXoz/ULc8WsqCNz8ET0ACh2JK3wLqvmn5wLc/VtEtO5+KvEzmoLuxAeQmUyZaUHoudBriPwgTeSHDceLOlkdeBbzueBOrqZ96Ib6pSNHUlo1XKaVUi/k8HvYfPITr3nqDWz94t7YixFtrV3Pqg/fx8CmnM7Z3n5RjWrJgzWtZWGIRSVbG8Hs8lOTmcGqdyhx1fbRxAze+9zbLS0uZ2Lcf35kyjRG9inbhFbaeiLB3/wHs3X9A2u3fmbIvc0aN4fmVy9laXcP4PsX8/OXnm6wUAlAYCPDmORdQHomweON6ikM59M/NY2N1FcMLe3H/ko855/GHUyp0ROtU0/jbO2+y3+AhTOzbj5DXi2PS/38IMKG4hD06UX74rtJgWdUyJgK5F0B8JThrdzzpNjzJ+z4iAUzBVVD+GzBhIAH+mUjBVbXncCrnQ+VfaHlzEhv8h0I40wxxGhIETz9MfBUNq1ns4IPIa6QE0gZM2XlQvFDrJCulVAeoicVSAuUdIokEf3/7TW448uiU5+eNGcfDny1t8rwC9MvN4+cHz+DOxYsoralh1sjRfGvPvcj1NSyzuvCrVVz41GOE43EMsGpbGQtWLOOBE09lfHHJrrzErBnRq4gL9tk5uePzeLjihWeJxuMZp6gm9Cnm77OPYmVZKRurqtiz3wD6hEIAlOTmUh4J86c3FjZaai6aSPDQp0uY2LcfI3oVMSi/gBVlpbXl7nbYo6Qvtx9z/C6/zs5Eg2WFMQZTdQNU3QpGAAcCM8F7AOIbj3h3r93XCs7FBGZDYj1YBSnl60x8OVT+jZYHyh6wipG8KzGJDRB7O80+9UvNCxgPVN6YDNzTvUX4wLsXxNL0sDc1EPsQfPu0cKxKKaV21ZrycixpuGzKMYaPNzWsi//7mYfz1fZtvL9+XcZzei2LHJ+P+Ucfx+jevTlsxKgG+zyz7HP+/ObrrCnfzuCCQioi4ZSAPWEM1bEYv1/4P+4+/qRWvrr2NXfMWMb16cM9H3/EU8s+Z3s4TMI4BGwbS4Qb585jdO8+nP3oQ3y5bRu2JUQTCc6ctBdXHnAwIsIH69fjTaZmZOIYQ02dWsq3HHUspz9yP9vD7mRUzElw8oTd+fWMQ7tN+sUOGiwrTPW9UHkrKeXewi+DZwTibfhmIeIBe1CD503N07itoptL3DrOOecgwWPBxCGWbrWyF/J/CzUPJBcgAp6RbpDsrMpwbhsK/gg1D2e+tukeJW2UUqqr6ZubSzxD3u2IwoYpEH7b5oGTTuPy557JOMMccxxqYjGe+OIzfrjfAQ22P/nFZ/zohQW1wfHKstKM41u0YX1zXkanMbKoN7+Yfgg/P3gGH2xYx/vr1lGSk8OskaMJer2c8uB9fLF1S0rlirs/WsxuxSXMGzuefL8fp4k0l4Bts7a8nJl33cbwwl58Z8q+vPqt83hn7Rq2VFexd/8BDGhFa/CuQINlBVU307Aucg1U34HJ/W7zPyFG36J5RWu8kPt/SOg4t712koksSNZErh9wxyD6BlbvezFOOcbEoeKPEH60kWvEofo+JHg8Jvo+DV9fAnx7N+tlKaWUalv5fj/HjZvAo59/mlJ3OWDbXDI1ffk4SM2hTSeSSDB/0XscNWYsY+rlPV/9+sIGaR+ZFAYCzdqvsxER9uk/kH36D6x9bmNlJR9t3NCgxFtNPMbtH37AvLHj2bNf/0Z/13sti2g8zttrV+MAq7Zt4601q/n77KO6TUvrxmjpOJW5+YapJnMucL1d48t3zvo2JXAiVu5ZKYGyyyZ9zWNxg2hArHwk8SWEFzR9HWcrBI8G7+5uZ7/aawQg/3eIBBs7WimlVBb9esahnL77JIK2jUcsBublc/2co5g8YGDGY3ZrRh5xLJHg+ZVu5SZjDHctXsT0O+aztpkd84K2zfl7T27ei+gCKqIRPBlqNO9oGmKJNFqWLu44OKQmPNbE4/zilRcxdYLwuOPw/vq1vLtuDbEmPth0JTqz3MMZEwPxpW/c4Rno1iFujvALNDtXOfwIJn4mYtf7NOrfn/S5xwEkuHOxgAm/QGpFjnS8EDgEES8U3QmRlzCRF0GKkNBJiN35SggppVRP4vV4+OnBM7jywIMJx+OEvN4m72TOHTOWa95Y2Og9TEuktoHH7xe+wr2ffNTojHLQtt0Sah4PsUSCb+6xJ2e2oI13ZzessBc+j4fqWOrvea9lcVidWeFGKsFl/PfeUl1FeSRCQSDAO2vXcNFTjxFLuL/HPZZw/ZyjOXDI0F19CR1Og+WeLvysmyucTs4Par808ZVubnNiHfgORELHps7Mik36xiDpxDHVDyL5P0p5ViQIhTdgyi7GnWFOnit0BuKbUmfHIOAhc6dAL1iFSOjc5HltCByBBI5oxtiUUkq1J09yYV5zDMovYN9Bg3ln7RoSGTrHWSLMGTWGbeEa7vl4caOL1oK2zW8POYwZw4azrqKCIQWF5Pv9GffvimzL4qqZR/CD554mlkiQMIaAx6YwGODCOlU19h88pHZGvrksEYJeL+WRMOc8/nCDgPyCJx/lf986r7byRlelwXIPZ8LPkr4+cRCxfMl9XsZs+z5ucBqHyGuY6tuh90M7q2H4Z0HF35p51TiYnQsrjHHcxXYSRPwHQMlCiLwATjX4D0Ls1E+lEpyHqbqVhsGygDUegocgOWcgVsfUyVRKKZU9/zxyHhc//TgfJCtjRBIJbBFsjwdjDD89aAZDCgp5f/1afI1UeCgO5XDZfgdw/PjdACgKdu2ArjGzRo3mocJvcMeHH7CmfDsHDRnGN/aYSL5/Z272+D7FLQqWAx6bEybshs/j4ZHPlqakY+zgGHhq2WecNalrrxHSYLmns/JJ20BELJAcjElgtv+I1LSHGkisw1TdgeR9193dHozJuxIqft30NSWE+GcmS9bdAlW3uPnRVhEm9/+wQsdAMHONRrGHYQLHQPj+eltspOAKN+BWSinVLRUEAtxz/MmsqyhnS3U1vQIBFn79FQY4dPgIPtq4gZl33cZX27alTR9wZ55Hc/2co9Ns7b7G9ynm6sNmZdye6/PhFYtYhmYjO/g9bn+COaPH8LODZgCwPRwmlqaaRjQRp6ym/gL7rkeD5R5Ogqdiap6iYQ6wH3zTIL6c9OXgom4DkWSwDGDlnI5T+WcwVY1cMQj2BPAfiqm60a3EYZI/SM5mKP85xgohgcMznsEYA9FX02yJYSquQfyPNXJ9pZRS3cGAvPzaUmXf2KMQgBdXruDSBU+nVNioz+fxcNHkae0yxq5k1sjR/OXN1zJmU4a8XiaW9OUnB81gYF4+vYI7UzH3GzwE79sNuywGbS/7D9acZdXFiW8SJu8yqPhzsuKEAfxI0b8QsTESgkyfMq3chs8FT4Dq/5Ka2mGDVQL2MCRwtFuhAoGq+TsD5VphTOXfGg2WIQbOpvSb4isbOU4ppVR3ds0bCzMGyl7Lom9uLr875HAmdNLufB1pcEEBV+x/EH96Y2GdrnzCpL79GFJQwBEjR3Ho8JEplTW2hWuojsXYvbiEw0eM4oWVK6iOu3nLIa+XgwcPYHJfwZgIIl03F1yDZYWVcxYmeAxE3wHJBd9Ud1EcyfQKewTEPyM1VSOIhM5ocC7JuxwTXwbRRSAeN9D27ob0uhWxcmr3M045mHS50kBibRMj9oLkgdnecJOnbxPHKqWU6k6MMTy/cjl3LF7E8tKtafcRYOG3zqM4J6fbdZdrS+fstQ+HjRjJghXLMAaOGDmKYYW9Guy3pbqaSxc8xbtr12KJ0CcU4urDZnH4iFHcv/RjHOPw4z0/YWzwNtjiNgc2oXOQ3O91yX9/DZYVAGIVQoZqEdLrBkzpmeAkF+WZuDuDHDiq4b4SQIruxMQ+h/gysEcg3glpTprr/jFlDbfZDVuUpl5DMDkXQuXfSW02EoSc72Y6TCmlVDd07Vuv869F7zdaHq5XIKiBcjMNKSjkvL2nZNxujOGMRx5gRenW2kYnayvKOe+JR3jm9LOYO2YsTtUdUPnYzrvHBqj6F0Zykdxzs/8i2pg2JVFNEs9ApM/zSK9bkII/IMXPYRX8otE3HfGORYJHpQ+UAREL8n4I1O+SFEByL296TDnnQO533BlmvCC9IO9Kd3GgUkqpHmFLdTXzP3ivyTrK35+2nwbKbWTxxg2sLt/eoCNg3HH490cfug/qrkeqVeMu6O+CdGZZNYuIBb7MnzRbwwqdgiO57gxxYgPYo5C8KxD/NEz8a0zVfIgtdp/POQ/xjqszHkFyz8fknOsuKJRcd4x1mPCLmMq/ubWh7TFI3uWItrhWSqluY/HG9XgbKQ9XkpPDpdP255Td9mjnkXVf6yoq0nb7izkOX23b5j5w0tw1BjDbMMZ0uQ8uGiyrDmUF50JwbspzJvYFpvSUZE5zHOKfu137et2M+PdN2VfEA1K/bTY41Y9C+S+orfIRew9T+i0o+hfi6z5tTJVSqifrEwzVWYy2k0eE48dN4OrDZ3fAqLq3PUr6pm1lHbRt9h002H1gj3RTMevzjOhygTJoGobqhEzFH5Pl53bcVnOAGkz5L5t3vDFQeTUNy+GFMRV/bruBKqWU6lAT+/ajX04unnoBmNfj4aw99U5iNgwuKOCo0WMJ2jvnW72WRb4/wIkTdgdA8n5C2jTL/J+230DbkAbLqvOJvZ/++cTXGKe66eNNBThpKmUAxD9v/biUUkp1KiLCXcedyNjefQjYNjleH3k+H1cfOkvLw2XR1YfP5soDpzOiVy/65uRy6u4TeeK0M2pbhYv/AKTodvDtC1Yf8E1Dim5D/Ad28MhbJ+tpGCIyG/gb4AHmG2P+mO1rqi5O8tMsDACwQXzNOD4HxO9W7ajP6rfLw1NKKdV5DMjL58lvnMmqbWVURKOM7d0HX7LLnMoOS4QzJu7JGRP3zLiP+PZBiu5qx1FlT1ZnlkXEA9wAzAEmAKeJSPryCErtEDqbhrdv/BA8obb+c2NEPMlzBOttCSC5WlpOKaW6o2GFvdijpK8GyqrNZTsNYyqw3Biz0hgTBe4DtLaXapTkfMut44w/WRrOB/4ZSP6Pm3+O3Esg52yQkHu8FELeT5DgkVkatVJdn4gMFpGXRWSpiCwRke939JiUUqqjZTsNYyCwus7jNUBKQ3YROR84H2DIkCFZHo7qCkQspOCXmLzvQnwVeAYiLezMJ2IheZdicr/j5jBLgTvjrJRqTBy4zBjzgYjkAe+LyPPGmKUdPTClVPdgIq+7C/njK8DqDTkXI6FTO3WVjA5f4GeMucUYM9kYM7m4uLijh6M6EbGKEN/eLQ6UU84hXvc8Gigr1SRjzHpjzAfJryuAT3EnPZRSapeZ6LuYsouSi+3j4GyEij9iqm7t6KE1KtvB8lpgcJ3Hg5LPKaWU6sREZBiwF/B2vefPF5H3ROS9zZs3d8TQlOoQJrEFU3U3pvJWTOyLjh5Ol2Qq/krDsq41UHUjxsQ6YkjNku1g+V1gtIgMFxEfcCrweJavqZRSaheISC7wEHCpMaa87ja9G6h6IqfmeczmmZiKazCVf8VsPRGn/PduXX/VfPHl6Z838cxd/zqBrAbLxpg4cAmwAPd23v3GmCXZvKZSSqnWExEvbqB8jzHm4Y4ej1IdzTiVsP1y3BnRMG5qfxiq74foOx07uK7GHpb+efGAVdiuQ2mJrOcsG2OeNsaMMcaMNMb8PtvXU0op1TrirrC5DfjUGHNtR49HqU4h+robzDUQxoQfbffhdGWSeykNSsNKEHK+jTSnj0IH6fAFfkoppTqNA4AzgJki8mHyj9ZbVCotk/yjmkv8+yOF14FnaPKJQsj5LpLznY4dWBOy3sFPKaVU12CMeQ3ovPWblOoIvgPSd4SVIBKY1/7j6eIkMBMJzMQYB5GuMWfbNUaplFJKKdUBxMqFgqsBP+DDDZ0CEDgGfPt17OC6sOYGyib+JSayEJPYmOURZaYzy0oppZRSjbCCczC+vSD8DJga8E9HvLt19LC6NeNUujWZY4tBvGAimOA8JP+37d47QYNlpZRSSqkmiKcf5Jzd0cPoMUz5zyG2CIiCSdZmrnkKY49G2vn/QdMwlFJKKaVUp2FMBMLPAdF6W2qg6q52H48Gy0oppZRSqvMw9bv81d1W0X7jSNJgWSmllFJKdR6SD54BaTZY4Duw3YejwbJSSimllOo0RAQp+D0QBHYs5vOB5CF5l7X7eHSBn1JKKaWU6lTENxX6PIKpugPiK8G3NxI6A/EUt/tYNFhWSimllFKdjtgjkILfdPQwNA1DKaWUUkqpTDRYVkoppZRSKgMNlpVSSimllMpAg2WllFJKKaUy0GBZKaWUUkqpDDRYVkoppZRSKgMNlpVSSimllMpAg2WllFJKKaUy0GBZKaWUUi1iEptxyi7F2bAHzoaJONuuwDhlHT0spbJCO/gppZRSqtmMiWK2ngTOJiDuPhl+ChP7CPo8jYinQ8enVFvTYFkppZTqYYyJYqofhPCjgAcJnQyBYxBpxg3n8HNgtlEbKIP7tbMJIq9i/AdA+BlM5GWwSpDQyYg9CpPYjKm4BsLPAhHAAt8RSMEvEE+frLxOpdqCBstKKaVUD2KMgyk9F2KLgbD73PalEP4f0uu6po+PLwdTnWZDBBP/FCr/DvGVQA3gwVTfh8n/FVRem5yN3sGB6AJM6cfQZwEivjZ4dUq1Pc1ZVkoppXqS6GsQ/5gdgbKrBiIvYWJLmzxc7BEgoTQb/BBfA/EV7vkASLjXKf85pM1pNpDYCuEXWvwylGovGiwrpZRSPYiJvJV+ZhgHou80fYLALJA8oG5usg1WEcSXkxqE1zk3sQwnDLsz0pnGG12Es/VEnA0TcDbuh1NxE07NUzhlF+CUfRcT+R/GmKbHrVQrabCslFJK9SRWMeBv+LzYYPVu8nARP9L7AfDPwA2YbfAfihTdD1ZupqNoNOSouhVny1HuIsE6TOxTTOlZEPsIiIPZClXXwfYrIPIyRBZgtn0PU/GHJsetVGtpsKyUUkr1IBI8GtIu5LMhcFjzzuHph9XrRqTvUqTvEqxe1yOe3kjodCBYf+/MAXotB+JfYErPxCTW1z5rKv5Ow5lqh5TFhaYGqu/DxL9s1tiVaikNlpVSSqkeRDx9kMKbQYpActz8Y6s/UnQnIvUD3SbOJYKI1D42kkvDdIsgUvQvpGg+WANpNPQwMUz1fwBwnAhEX272WEzkf80fuFItoNUwlFJKqR5G/PtCyesQ/xTwgD0uJehtDWMisO0iUkvKATjgbEV8U6H4JXA2YyKvQcXvwFTW2zeWzHsGyn/sHtssEai4Gif+OZL/K0Qam8VWqmV0ZlkppZTqgUQ8iHd3xDt+lwNlAKJvZtgQwVQ/lLymIJ4SxLcXmHQL/gLg3dP9MvxcCweQgJpHMdt+1MLjlGqcBstKKaWU2nVpg18Ag9uEZCexh4N/OhCo86wFEkRCpyQfR1sxiAREnsU4pa04Vqn0NFhWSiml1K7z7ZshYA4hgbkNnpXCv0LuBWCVuKXoAkcifR5BrEJ3B8/oVg7EwUQ/ano3pZpJg2WllFJK7TKx8iD/d7izxTuWRIXAfwD4D224v3ixcr+DVfIaVt/3sQqvRTwDdm4v+BXQyq5+aetIK9U6usBPKaWUUm3CCh2D8e2JqXkUnAokMBN8+7UqJ1p8U6D3fZiK61tUFQM8iN3aWWmlGtJgWSmlVC0RmQ38DbfbxHxjzB87eEiqixF7KJL3/Wbvb0wCwgsw4adBcpDQSYhvsnsu7+5I0c04ZZdB5Cmaro7hAXtPxKvBsmo7GiwrpZQCQEQ8wA3A4cAa4F0RedwYs7RjR6a6E+OUYipvgciLIPlgIpBYDdQAggk/i8m9ACv3Ynf/xDqIvYO7ULAJkosU3ZrN4aseSINlpZRSO0wFlhtjVgKIyH3AMYAGy6pNGKccs+VYcLbQsB4zuAFxDVTegAmeiHhKMNt+AM5mmhUsm+oM51Wq9TRYVkoptcNAYHWdx2uAaXV3EJHzgfMBhgwZ0n4jU92C2XYpOBuasWcMs/UEjFUM8SU0K1B2r4BxqnZW1FCqDWg1DKWUUs1mjLnFGDPZGDO5uLi4o4ejuhCn6gGIvtaCAzZC/BOaHygDOLBlNk7l9RjjHmdMDKfyJpxNB+NsnIKz7QpMojkBu1IuDZaVUkrtsBYYXOfxoORzSu26ymvb4SIOEIGq+RB+EgCz7TKo/Kc7o222Q/hJzNbjMM72dhiP6g40WFZKKbXDu8BoERkuIj7gVODxDh6T6i5MO3bVMzWYij/jRF6DyMtAuM7GBDhVmOr72288qkvTYFkppRQAxpg4cAmwAPhnYkrBAAAgAElEQVQUuN8Ys6RjR6W6Dc+g9r2esx7KzgMSaTaGIbaofcejuixd4KeUUqqWMeZp4OmOHofqXoyJgDUgWSKuPaULlAG8YI9o15GorktnlpVSSimVVWb7TyD2YQuO8IP0Tv6dS9uHKxZ4Brs1nJVqggbLSimllMoa42yH8AIg0rwDJIjk/wyr75tIn2eg121tMAo/blNKAAHiUH4VZvOhOJvn4FQ/gDE1bXAd1R1psKyUUkqp7HG2grQg69M4EDgcALEHId4JuAHuLvAMBXw7LoCbnlHt/p1YAeW/wmw6FCf8opsyolQdGiwrpZRSKns8g0gf7Fpg74Y76xsECbpfF1yNWEW1e4n4k/vtgsQXuO20M4mB2QLbLsZsnIpT80SjpzOxT3C2/R/O1jNxKm/DOJW7Nj7VqekCP6WUUkpljYgPk/sDqPgLOwNWy023KLzWDZIjrwA2BGamBMq1cs6G7T9oh9Em221vvwwnvgrJvQSRnYG+MTWY6keg4o9AFHAg9iGm5h7o/Shi5bfDGFV702BZKaWUUlll5ZyJ8fTHVN4IzibwTkbyvofYw90dQqc2erz498Pgww1Q20nVPzCxd6HwesCLKf85hJ8FYvV2DENiE6bqTiTvu+03PtVuNFjuIt74f/buOzyqamvg8G9NTSWU0EGKgDQBkWJDQVERVBRFETuK5VrQT2ygIiJ2vWIXewEVC+BFLKBio4uIdJDeSwIJSabv748ZQspMCikzgfU+Tx4yp66ZDGfW7LP3XlMX8NkzU0jfuZ/OvTtw5UOXULtRrWiHpZRSSpWIxJ2NhPoil3pfS01MwuWQ/QngK9/AIjLgmYvZdTrYWoFvBYUT5YM84P4BNFk+Immf5Spg0nNf88SV41g+ZzXb1+3ku3d/4uZOw9mzrRKrISmllFJRJMkjwVI3CmfOAd/fFNuqbalRKdGoyqfJcgwyxrBz4252b9lLTpaLDx+dhDv70Ohcv89PTmYOnz09JYpRKqWUUpVHxBLbCalvHQHP8mhHoSqAdsOIMWsWrWPsFf9l95Y0MIbUhjUJDjjIz+f1s/jnpZUfoFJKKRUt8f0hcy3ginYkhQV2QdrFBBynI0m3IY5O0Y5IlRNtWY4hmekHGH7mo2xdswNPjgePy8u2f3fizg5/66fOMamVHKFSSikVPZJwBdgPTjcXiwx4fsGkXUMg/W6dUu4IUWHJsog8KiJbRWRx6KdvRZ3rSPHzJ3/g90WqY5+f3Wnjsnv7V3BESimlVOwQcSA1J0D1cSA1id02Pxe4v8Hs6k4g43mMKXyHWFUdFf0u+68xplPoZ3oFn6vK2r1lL5Nfms5vX86N2IpcUMsTj6XjGWWcpF0ppZSqYkQsWOLORGrPhPiB0Q6nGF7I/hCT/WmxW2pCHbu0z3IFy8ly8ffPyxCBjr3aE5eQ/9bR1298zxt3vw8iBPyBkh1UoFn7Y8o/WKWUUqqKEEsSVBuJyZkCxHKJ6hzIegsSrwi71njXYDIeBe+fwbmk4y9Gqj2ASHzlhqkiquhk+XYRuQZYCNxjjEkvuIGI3ATcBHDMMUdOAmiM4bNnp/LhqM+w2W2IRTABw8hP76Z7384YY3jtrveY8vK3pT62w2nn3Ot7lXj7tB3p2Bw2qtVMLvE+e7alEfAHqN2oVr7qRUoppVSsEInDJFwG2Z8Tk4P+DgpswXj+Rhwd8y02/l2YtMvBHOzb7IKcrzD+jUjN9ys9TBVemZJlEZkJ1AuzaiTwOjCG4FQOY4DngSEFNzTGjAfGA3Tp0uWIuAexY8Muhvd6lJ0bdwPgdR+aQH3MZc/z8frX+PnTP5j2xoyw+4sIYhUCvvAtzZfecwFturcsNo6V89fw9LWvsHPDbjCG1ie14sGP7yyymMmW1dt4/PL/smnVVgSoc0xtRn5yFy1OaFbs+ZRSSqnKJskPYrBA9meAn8iFQ6LLpN8IdWYjYj+0LHsimILdL93gWYTxrUVsLSo3SBVWmfosG2N6G2Pah/mZaozZaYzxG2MCwFtAt/IJOfY9fOFT7Nq0J+L6376Yy6RnpuLzhq9CJBah91Wn44x35Ftus1vpecWpXD8m/K2cvNJ2pHNf78fYsmobXrcXr8fHsj9Wck/PUQQC4ZNwj8vD3T0eZt2SjXhdXjwuL1tWb+OeXqPITNcRvUoppWKPiA1LtZFI3QVI7Z/BcVq0Q4rAD565+Rd5lxG22InYwPdvpUSlileRs2HUz/PwYuComBR408qtbF+3K2JHfZ/XT1ZGDvt3Z0Q8hs1hY8Cwfoz66l7qHJOKiGCzWzn7mp7c//7tJYrju3d/LjSzRsAfYN/u/Sz+KfyfYs7XC3G7PIVi9/v8/PzJHyU6r1JKKRUNIk7EWgdJeRaszYB4gjfQY2jGDJOd/7H9eMARZjsfaKtyzKjId9AzIvKPiCwBegF3V+C5YkZ2RjYWa+SX1Wa30u28E0iqkRhxm1Mv6sqxHZuydtE69u3OQKyCAX6c8Cv/e+OHEsWxbe12PK7Ct6JMwOR2Dyloz9a0fF1GDnJne9i1Kfw+SimlVCwRay0k9VukxmuQfC8xkywbD8afTmDP5QR2dCSwowv4toA4gLxjg5zg6IrYjo1WpKqAChvgZ4y5uqKOHW2BQIDFPy3l71nLqFG3Or2uOJWU1GoANO/YFH+E7hUA3fp2pnmHJiRUiyd95/6w27Q88Vg2rdzKx49/iSfn0O0Zv9fP2/d/zCkXdqVuk9q5y70eL79+PpefJv7K7i1p1G2SSr1mdYlLdOLKyj9C2BjDcV3Df1s9rlsLbHYrPk/++OOT4mh78nFFvyhKKaVUjBCxgPNUMBkYcQZbaqPOC5mP5HmcA+4pod/jCM7oEQ8JA5HkezCBA5is1yHnm2C3jPhLkcQhiIRpiVYVSqeOKwGf14fFasFiseDz+hjR9wlWzF2DK8uFI97BOyMn8uT0EbQ/rQ0Op53jurXgn19XFDqOzWmj67nB8peO+Mhv9gNpB/j9q7n4veELlPwxZT4DhvUDICsjm2GnjGTzqm25U8+t/2cTAGIh+GU11KvCGe/ghDOPp3mHJmGP2/bkVsQnxxdKsJOqJ9K9X+eI8SqllFKxxhiD8W0OM4AuWoqaw8AFOMB+ApL8AODH7L0M/JvI7dN84FWMZx7UeFdnqapkmiwXYfWf//LiLeNZ+9d6bHYbZ199Ok3aNWb5nFW5xUMOtvw+NvAFPt36JhaLha7ndmLF3DWFWmjtDhv1mtUBoEbtFNZHOG/6zn3Ua143Ylx5/5N8/NgXbFyxJez/QVNgHF+zjk145It7Ih73rx//ITsju9Dy9F37yUw/QPXaKRH3VUoppWKFCWRj0m8A73JidXaMwjzg/QOzqzvEXwz+jeSPPThLBt4lUGAKOlWxYqQjT+w5OP3bmj/XYQIGr9vLjI9+5YNRn4WtsufKdvHv4g0A9BlyJg6nPd96q81CzXo16NgzWHWv/eltwp9YoG7T2vQY0B2LLfyf59SLD00sMv2tmUV/Wc1j3d8bmPXp7Ijrf/l8TtjnZnfY+POHJSU7iVJKKRVFxuRg0m8F719ATrTDKT2TAdkfED7J9weTZVWpNFmOYPJL0/G6879RvW4vOQfCT3puDLkD+2rUrc6zP42iSdtGWO1WrHYr7U5rzfOzRmOxWPjty7lMenpq2OPYHTb8Xj+PDXw+7NRyPS8/lTqNU3MfR4onHE+Ol8kv5a867vP6WDZ7FasWrMXhtGOxhLm1I4LdqTchlFJKxTYTSMfs6QfeOUAJq+JWJWIHa/3it1PlSjOgCNb/swlfmD7DdqcdEwgUmjUiqXpivr7ALU5oxin9u/LVi98AsPbP9cz86Bd6XHIST1/zMu6cMC24ThvxyfFMfHJyxP7KP3w4i6yMbLas3oYry13qWvJZebpZLPh+MU8MfpGAL4AxBkecHavdSqDAczOBAF3PO6FU51FKKaUqm8l8Bfw7ox1GBUoE5xnRDuKoo8lyBMd1PZalv68oPJWaMXQ4ox1Lf1+J3+vD5rRjtVoYPfnefH2JP3lyMl+Nm54vKf7osS9Y8uuKQn2ZAaw2K+1Obc2yP1ZGTJSD54c/Js8/7OclFuH3yfNo1aU5oy95Dnf2ocF8OQdcOOLs2J02LFYrFotgjGHUl/cSnxh32Ocsrb9++ofv3v0Zj8tNr0GncerF3bBarZV2fqWUUlWU+3sOv4+yvQz7VgaBmhPzVQBUlUNK2zJZkbp06WIWLlwY7TAA2LMtjRvb3U12Rk5u660z3kG3fp15ZNI9rJy/hiW/LKdG3eqcNqAb8UnxufsaY7ioxrVkZxTuK2V32sLOZVypBGrUTSFjbyZ+b/7bVPHJcdzw5JU4nHac8Q66n38iidUSKi20dx6cwJSXv8UVSuLjEp2ccNbxjJ58n47+VTFPRP40xnSJdhyVJZau2UoBBHafCf4t0Q6j3LldNpYs6MWiOV1p1LI+va85o1IbsY5UJb1ma8tyBK4DLvrffh5zvl7A1jXbiU+K4/xbzuGqhy8FoHW3lrTu1jLsvj6vL2yiDEQ/UQYwkL4j/BzPfq8fEzCcd8NZlRwUbF+/k6/GfZOvmIory81fPy5l0cwlnHi2jv5VSilVhPjL4cCrBKdiq9qMgYNtRAG/H2/WPL56cScgvDrsPcZ+86B+LlYSTZYLMMbw5vAP+N8bM8AYrDYrFquFhyfdkzuTRXFs9qr7sooInXq1j8q5F81YglgKjzl1ZbmY87+FelFQSilVJEkcgvEuAvec0JKqmzTnvZnqdllY8WcCCckBsjOt+H1+HrrgKSanvU9cgjN6QR4ldDaMAhbNXMI342fiyfHgcQVnv3BluRl18TN4QrNj/Pv3Bv6YMp/t64ODCAp2Zdm1eU+lx10ebA4rPS8/habtGkfl/AnVErBYC3e1sNqtJFWPXB5cKaWUAhCxY6nxJlJrElQbQbAyXmnEQ+JdFRFaqQVCvSSzM4Wbex3H5Ldrk515aPyOz+NjwXeLoxTd0aXqNoFWkO/fn1Wogh0EE+J50/5k0rNTWb90M1abFY/LTVxCHFn7s0lMSeDiYX258qFLeHfkxChEXnYWi4U7XhsatfOfdMGJcHPhZNlms3L2NTr6VymlVMmIvTVib00gkAFZr4Ip2DUyAfCHfhzBkrfGC0m3YEm6lYAlATKfJ1iCumIdbG/L25Ls9cCvX1enRYcc7A5D5j4rfl/h9k13mHxFlT9NlgvweSKPhP3i+f+x5q/1+WarOODJCv67L4tJz05l9cJ/mffNogqPs6JsXrmVFp2aReXc8YlxjJ32II/0f5pA6Cu13+fn7vG30LCFziuplFKqdCRxKMaSClmvQWAP2NpB4s3BxNRSB2wtwbMAzH6wd0GstQCwJF6HcfbCuKbBgfGUV3GTvP2QD/J6ITPdypZ/40it76VGbR8Z6VbGP9aAlh1z6Hvl3rCJMoDRce+VQpPlAs4c3IMF3y0u1Lrs9/lZuWAtAX/kSc7d2Z4qnSj7fQGq164W1RiO79GGSTve4u9Zy/G6vXTs2Y6E5Pjid1RKlYmIPAtcAHiAf4HrjTH7ohuVUmUjIkjCAEgYEHkj50nh97U1QZJuwyTeisn5DnImgvdPgq3RhxtP4WXfTqjJayMbYbMbjIGE5AA5WRZ8Hgv/zLWQsTfy1Kkv3vwm6dvTaX9aa9qc1EpnjaogmiwXcEr/rnTtcwLzv12EO9uD1W7FZrMy6P6L+GDUpGiHV6Fantic1Ia1oh0GdoedLufoYD6lKtkM4EFjjE9EngYeBO6PckxKRZUxBnzLETGY5PsgbTBlSZYz0q1MfLEOM7+oid8n1GviYvOaeEDweYOJbmb6oVZkV5aFVYsjT9/qyfHwzoiJ2J12WndrwRPTR+CIcxx2fCo8TZYLsFgs9BlyJkt+XY7X7cMEDB3OaMumlVujHVqFikty0v/2Pvj9fi0AotRRyBjzQ56Hc4FLoxWLUrHABDIwaUPAvwYI9WkuZaKct9tFTpaF285txa4tdiC4cN3SouoYmNztihLwB3Bnu1nyyzI+GDWJoU9fVaoYVfGq/GwYrmw3+/dklLrscyTrlmzksYHPsX93BgF/gIA/wOKflzJvWtXtXlESrgNuXrr1Lf7T5X6yM3PISMvk71+W5c74cVBm+gHWLFpHRlpmlCJVSlWCIcC34VaIyE0islBEFu7evbuSw1Kq8piMR8C3Ijg40GQR7KFUOFkuafoxY1IN0nbayJ8AC5ET4tJ1qTAGPn/+a7L2Z5VqP1W8KtuynJWRzQtD32D21AUA1G5Ui/9765YyzRGcvms/r931br6iGBAsJOL3B7DaLPh9kfssV3U5B1xsWrGV+84ezfolm7A77Xg9Ptqd0oqHJt3Dh6M+Y/pbP2J32vB5fJx11ekMe20oVpu2RCtVFYjITKBemFUjjTFTQ9uMBHzAhHDHMMaMB8ZDsIJfBYWqVFQZ4wHXDEpS/joj3Uq1Gv6w/ZFd2RYy0i1Uq+Hnz1lJ+LwV20ZpAoZL695InyG9sNlt+P0Bel52Csf3aKP9mcugypa7Ht5rFMvnrMbrOVQRz5ng5LWFT3NM64alOq/H5eGJweOY/fWCYAt1mJckITmeQCAQdlq5I53daaNB83rs2Lgbd/ah5+9McHDJXedz/eNXlOp4aTvS2b87g0bHNcDu0Br36shR1ctdi8h1wM3AWcaY7OK213LX6khlTA5mZ2eK63axe0cjHrk6mWe+WEVicoC8dbVysoTPXqnLJ+Pq0LiFi7RddrIyrJS2xbis4hKdnH3NGdz5avSmho1VJb1mV8luGJtXbWXl/LX5EmUAr9vLV+O+KdWxMtIyuabF7fwxZT4mED5RhmAJ67HTR2C1VcmXrEy8bh8bV2zJlyhDcPaPKa+EvVMb1oF9WYw4byxXN7+NYac9xKV1buDbd34s73CVUodBRPoA9wEXliRRVupIJhIPttbFbGUlLb0r2zYkc1n79nz1Zir79lrxeoSsTAufvVKXT1+qg91h2LYhjqyMgl0wKocry80PH/zCqgVrK/3cR4oq2Q1jx/pd2Bw23DmefMsD/gCbSzkQ7+MxX5C2vejZkeISnPQdehbVa6fgiHOQc6Dqls8sb9kZOQQCASyhr9OBQIDFPy1l6e8rqVE3hZ6DTiW5RhIAYy57gSW/Lsfn8UGoq8urw96jXrM6nHDm8VF7DkopAF4BnMCM0O3aucaYW6IbklLRIymPY9KuAuMibAuzOLDaqyOW7QT8wltjGvL24w2ITwzgyrYQCAQTY68n+t0fPC4Ps79ewHFdW0Q7lCqpSibLzTo0KdSvGMDutNP+1OK+Ceb36+dzihwcWOeYVAaPGMBpA7oz7c0fCrWuHu2adTgmN1H2eryMOO8JVi5Yi+uAC2eCg7ce+Jinvn+Y2o1qsfT3FcFEOQ93tptJz36tybJSUWaM0U9RpfIQeztI/Q6T9Q5kfwgUHLMkNO08FKt1eO4SY4TsA7E3jkcENi7fwsjznyC5RhLn33JOqfOlo1mV7FOQ2qAmZ199Os4EZ+4yi0WIS3Ry0R3nlepYdkfR3xde+GU0x3VtwTUtbufD0Z8TCMROH+9Y0LhVA/z+4DfuaW/OYMW81bhCLe/ubA85mS7GXPY8aTvSsUV4rfds2Vtp8SqllFIlJda6WKqNQGq8A5IMkgSSCJKC1BiPIyGVp75/iOp1UkhIjiehWmwW0Qr4DQu/W8z86X/x08TfeODcMXz54rRoh1VlVMmWZYBhb9xEk3aNmfzSdLIzsjnxnI4MGTuYGnWrl+o45w3tzfsPfxrsr1yAI87OqgX/8sGoSWRnlE+pyyPNvOmLeP+hT7nhySuZ8cEs3NmeQtscSM8CQ9jqhza7lRN6a6uyUkqp2CXOU6HOHPAuBgTsnRAJDlA/rmsLPt36Jstnr8bj8uDz+hkz8PlCXUWjyWqz5MZjTLAx6+0HJvDNWzPZuno7NeqmMHjEAC649VydNSOMKtmyDMHiIQOG9eOjf1/ly93vMWLCXdRrWqfUxxl4zwXUalAz7Dqb3UbAH2D7up1h16tDg/z8Pn/4Op4hcYlOrn98EHF57gZY7VYSqiVw+X0XVUaoSiml1GETcSCOboija26ifJDVauX4Hm048eyOdO/bmQ/WvIzNHjvdMcJNe+vz+Ni8YisBf4C929IZf9/HfPbMlChEF/uqbLJcXuwOO2Om3o/dWXgKM2eCgw5ntC23gidHKp/HhyvLxXlDzszXNeaglNRqHNOmEQOGnc9Dk/6PDqe3pWHL+vS76WzeXPwsterXiELUSimlVMXYuXF3lSs77c52M3HsV/i8vuI3PspU2W4YpZGdmcOsz2azZ8teWndvSZdzO+YOSgNocUIz7njlBl69812sdivGGBKqJfDktyOpWa8GiSkJ7N+dEcVnEAUWsCBY7Ta87qInZU+pXY2Eagn0Hdqbud/8yZJfgqXCHXF2LFYLo74cnntbp3vfznTv27kynoFSSikVFQF/IBqzxJVZzgEX09+ayYX/6RPtUGLKEZ8sr1+6if8745FQ66eb+KQ4jmnTkOd+Hp2vS8B5N5zFGZedwrLZq4hPiqPtya2wWCz4vD6y9h9dU45abVYSUxIYPfU+dqzbxTPXvRK2TzeAI97Bied05L2HP6HD6e14bOr9rJi7JnfquNMvPYn4pNgc8KCUUkpVhNbdW2KxVs2b9y/f8Q6NWjWgc+8OZGfm8OOE39i0cistOjWl5+Wn4IwvfAf5SFdlK/iV1I3t72bj8i35ljni7Ax64GKufmRgsfvnHMjh4prXB/vkHmXqNa2N1+sjfcf+/IPzBJKqJ5LasCbb1u5ARHDneIhLiqPVic156vuHwlbmy0w/wIalm6nduNZh9S9XKtZV9Qp+paUV/JSKbNHMJTxy0TN4cjyFunNabRY6n92R9qe2ZtHMv1n6+6qYyjNSG9bg+NPbMnvqAjAEP+MTnSTXTOKVeU9Ss96R0X3yiK7gV1J7tu4NOzjP4/Iy48NfSnSM+KR46h9bt7xDqxL2bE0jM+1AoVks4hKcjJ58H5l7D+BxeXNH2LoOuFi1YC3fjJ+JK9vNN+Nn8Oglz/LqsHf5781vMKjhTTx84VPc0PYu7jv7MbIyjq4We6WUUkePzr078NG/rzDogYtwxNmxxwUbkeKT4qjbpDYPfHgHg0cM4O7xt8RcdeA9W9P5+ZM/cGd7Dn3GZ7lJ276PN4d/GOXoKt+R3Q1DJFL16lL1JbrrjZt48LyxeMMUQjmSBQIGX07h5xwIGBZ+v5jszMLT6bmzPXz37k98/ep37N6yF1eWG7FIbjeOg8Vklv6+gmeve5VHv7q3Yp+EUkopFSU16lZnyNjBDHrgYmZ9+gdb1mynZefmnDagW+4d2IYt6nPJ3efz1bhv8OR4Y3pSAb/PH2xtPsoc0clyaoOaNG7VgPX/bCTve88R76DP9b1KfJw6x6QWNStalWR32PB6ih7xarNb8QYCFPx/a7VZqNe0TsT/0Pt3Z5CxNzM3MQ7X39nr9jH/20Uc2JdFUvXEw3sSSimlVBWQkBxP36G9I64fMnYw3fp2ZuZHv7J/935+nzy/EqMrHastdqbEqyyx1e5fAUZ8chfJNZOJT4rDYrUQlxRHy87NuPT/LijxMaa++h2BMHMUAkgVfAVr1qvOg5/cjcUS+RuAiOD3+wslygC1GtTk3CG9qJZardC6g4Mmw5UjL8hisZCtXTGUUkop2p7cigv/cy4D7j4fawzN0ZyX3WnjrCt7lMux3Dlu3rr/Yy6tM4T+KdfwxOAX2bM1Niv6HtEtywBN2jRiwsbX+f2reblTx3Xs2a7EFWoCgQAbl23G5w3f8d6Ez6FjmjPRyRODXghbuttqtxLwBTAY/N7C6y0WC7e/NASr1cqjXw7n3rNGE/AH8Lq92Bw2TjjrePbvyWTP1rRi40ioFk9qo1rl8pyUUkqpquqf31bw+OUvkH3ABcZgs1sRiJh7lDeL1YLFKvg8kc8XnxRHo+MacMOTV+Jxe9myahvVUpNJjVDYrTgPXfAUy2evym1c++XzOfw9axnvrhxHYrWEwzpmRTnik2UItnb2vur0Uu0TCAT4eMwXfPnCNHIOuCoosujY/m/kioT+Yv5j2pw2Fn6/mNbdWtCyc3M+2fImv381j30799O+Rxtad2vBL5Nms+7vDbiy3GGPISI44u0Me/2mfPNdK6WUUkeb9F37GdH3CVxZ+XMNq92K1W6N+Llsd9rx+/0R73yXRsAfIFDEx7/FaiG5RhLXjL6MWZ/9wZv3fIjB4PP6Of60Njz02d0k10gq8fnWLFrHirlr8t2FDvgDZGXkMOPDX7jo9vPK8nTK3VGRLB+Od0d+wpSXv8WdHT7hO1p5cjx88cI0vnhhGk3bNebBCcM4++oz8m1zxmWnsHzOaqa9OQO7w4bBkFQ9kS7ndmLtX+tp0KIeA++5kOO6HBulZ6GUUkrFhh8n/ErAXzhTdcTZuenZa8AY3rz3I3weH748Y42KKxhWngL+ALs27+GRC57GYrXkm+Zu8c9LuaLxzaQ2qMmZV/Zg4PALiU+MK/J465ZsDDsWzJ3tZtX8teUdfplpshyGx+XRRLkENizbzB0nj+C1hU/TpE2j3OUiwn9evJ6Bwy9k+ZzV1KibQvvTWmsrslJKKVVA2vb0sON83Nlu3n7gYwThxHM6Mn/an1GILj9jTKH5oAP+AO5sD1vX7uCzp6cw5+uFvDLvySIHAjY4tl7Y7rCOeAdN2jUu97jLSrOXEL/fz/b1OzmwL4t9JSxt7UxwEJd09FWyycuT4+Gj0Z+HXVe7US3OGHgyHU5vq4myUkopFUbHnu2JTyrcEhvwG7L2ZXNgXxazp8wvdgarWOBxedm6Zjtzi0ns25/WmnrN62ArMJDR7rDRZ0jJZyurLJrBAD99+juX1R/K0OPv4bL6Q3n97vewWCMPAKzTpDZN2zXm2sy15wYAACAASURBVMcuD1aiK7hpKaaZq167Ghff2ffwAo8RK+eviXYISimlVJXUtU8nju3UFGeCI+I24aZgjVU5B1z88/uKIrcREZ778VFOOr8LNrsVi9VC624t+O9vY6heO6WSIi25o74bxtLfV/DCjW/k63Ix++uFVE+tRk5m+IF9rTo3Z9SXw/lxwm/sWL+LgpVPRKTEk4rv35vJzI9/pVqtJDL2Hjjs5xFN9ZsfnRUOlVJKqbKyWCw8PeMRpr3xAzM/+oXsTBe7t+zFE6qcF5OEQrnPQTa7lRp1Cye8qxb+y5SXp7NnSxpdzzuBfjf1ZtSXw/F5ffh9fpzxsXun/qhPlj99ekqhvskBX4C0Hfsi7rNuyQYA5vxvYdgZH0rzDdAEDJlpVTNJBrA5rFz10KXRDkMppZSqshxOOwOG9WPAsH5sWLaZ/3S5L9ohASBC2HoLGBCLIBYpNBuHz+tnwuNf0uH0drTp3hKAmRN+5cWb38Tj8mIChuVzV/O/17/n9T+fIal6IjZ7bKejR2U3jEAgOKozOzMn2DJcCiLQtP0xANSok1KqLhdHor5De9OxZ7toh6GUUkodEZq2a0xcYmy0stocdrr26RR2nQkY+t5wFnWb1C60LifTxSP9n8bv9+Nxe3n5P2/jzvbkNiZ6cjzs3ZbO5JemV2j85eWoS5Z/+XwOlze4iSGth3FpnSG4st1IEZXsCnLEO7jyoUsA6Hfz2RUVZsUQCnWmLwtngoOzrizd/NVKKaWUKlrNejXCLrfarYVmmbA5bBzX9VgSkuPLPQ67w8aavzZEXP/zZ39wTNtGYdd5cjysnLeW9f9sCrve6/by++R5+Zb5vD7mTV/EjA9/YceG0jVmVqTYbvcuZ0v/WMmz17+CO/tQP6CdG3YXuY/FIsQlxZOdmU2z9sdw27ghtDoxOD/wMW0aRuyzE5MM1G1aBxHYsnp7mQ5ld9ho0qZR7i0WpZRSSpWPE846nq1rtheq4Ge1WWlwbF12btiN3x/AarVQr3kdnvzuIZJrJDF32kLGDh6HqxyKqYlFSEiJL7IwW84BFzs3RkhqJZj8Vq9TrdB0cwdVq5Wc+/vG5ZsZfuZoPK5gC7Tf56fv0N7858XrS1x1uaIcVcnyp09Nzpcol0SdJrV58OM7ad29ZaHpzywWC9XrpLBv1/7yDBOxSIWMfBURatarzra1O4rsnF8cm91Gj0tP5o5Xboj6G1gppZQ60lx+X39+nPAb2RnZ+EN9guMSnQx64GIGjxjA37OWsXH5Fpq0bUTHnu1yP4sz07Mor1Y8EzBkZWTjyYlc/CTgC7Bp+daw67Izc3hi8Is0Pq4htRrWZMf6XQT8h/o3xyU6GTCsX/BcxvDQBU8Vyqe+e/cnOpzRjh4DupfDMzp8R1WyvL2Y/skJ1eIxxpCT6cJqs+D3Bdi9ZS939XgYm8PGkLFXMGBYv3xJ88V3nsf7D38WcfYLq82KWIRzr+tF3aapvDvyk2LfxxU1RYzFZmHF3NVF1povLlHveEZbnp75CFZr+XXnUEoppdQhqQ1r8caiZ/josc9ZNPMfatStzmX3Xsjpl54MQKde7enUq32h/Tqc3jY3uS4PORllaKE2kLZ9H2nb9+GIc1C9TgrZGdlYbVY8Li8nnd+FPVv2snbxeoCwDY+uLDfT3vhBk+XKdPxpbdiyalu+bzZ5pTaqxY1PXsnMj3/hjykLAHJrsntdXsYP/4h/F2/g/g/uyN3njynzMRGy34TkOP7vnf/Q9qRW1G5UCwBXtodPnvgqKnMmBvyBYs9rtVrwhSkQLwKOeCc3PXeNJspKKaVUBatzTG3uefs/pdqnbpPaXHR7H/73+g9hZ+uKFo/LQ06mhWdmjmLD0k28O3Ii86cvYvbX8xGx0KpL84jFy1xZZe9SUlZH1QC/QQ9cFHGEqdVmpUOPNpx8QRcy9hzITZLzMsbwy6Q5bFi2GYAta7azcfmWyC3FIiRWS8hNlAGatT+m0hPlgwMYizpvXIKTaqnJWCMMAKzfvC4vzR6b219bKaWUUrFn6NNX89Cndwer51pjK81LSI5jysvfsn93JtmZOXhyvLiz3axa8C8+b+EKhc54Bz0HnRqFSPOLrVexgtVrWofXFj5N0wJ1x0UO9QUCOLAvK/JBBP75LViZJmNvZpG1zyH/N6LM9AM8N+S1w4z+8BWXnNscNh6cOIzbX74h4vNp0q4xzTs0qYjwlFJKKVVORITu/U5k1JfDi8xRrLbKTQFzslxsW7eTLau3Feq66snxUL1OCs54R+6sXXGJTpq2b0y/ob0rNc5wjqpuGAANW9Rn/JLn+XHCb0x6dirpO/fTqVc7rhszKHeuwB6XdGfdko1hu2vY7Faq1wlWpjm2YxMCRSSiPo8/X5+i37+aR6yNh4tLdHLZvf055cKubF+3E1+Y2vPOBKfOpayUUkpVIdVqJXPagO78MXk+HtehyQ3EIhzbsSmtuhzLt+/8WHl3uw28fNvbEafrdcQ5ePPv5/j27R/Zu2Mf3fqcQI9LusdEwZLoRxAFIkLvq06n91Xh5wjuf/t5fPvOz+xYv7PQOrvTTvd+nQFwxju55flreP3u9wvNsuGIs3Pri9eRVD0xd1lOpivi9CkVKdKgvfrH1uXKkZdwzrU9g4+b1+X0gSfz25dzc5+P1W4lqUYifYacWZkhK6WUUqqMhr9zK3EJDn6c8BsAiSkJ3DZuCGdcdgrZmTn8NPG3Su3bnJl2gITk+LA5U68rTqVhi/rc+NRVlRZPSR2VyXJxEqslMH7Jc7zz4ES+efMHDME+zbXq12D0lPtwOO252/YbejZN2jTii/9OY8PSzTgTHbTp3pILb+2T221h9Z//8s6DE1k5fw0+T+Uny3WbpLJvV0a+/xBWu5W929JJTEnIN/3b8Hf/Q6sux/L1q9+Rc8DFKf27cvUjA0msllDpcSullFLq8DniHPzfW7fyn3FDyNqfTY26KbkD6RKS43lpzhPce9Zo9u/OAILdUi1WS7nOqJGXxWrhkrvPZ8LjX+L3+fG4vDgSHFSvVY12p7TCGBOTU9JKpCnPoqFLly5m4cKF0Q4jH7/fz7q/N2J32mnStlHYP+LSP1by0m1vs+GfTTji7Jx341kMfeZqHE47axev567THsadHZ1RqamNavLuinFMHPsVk56ZSiCQ/z+AM8HBZ9ve0mRYqXIgIn8aY7pEO47KEovXbKVU6a1fuon1Szfy3ds/sXjWsgrrmmFzWPl0y3gC/gDfvvsj373zM7s27cZqs2KMoVaDGrz4+1hq1S9cwdDv95O1L5vElIRix4uVVEmv2UfVAL/DYbVaadm5OU3bNQ6bKG9csYUHzn2c9Us2YozBneNh2pszeOqqcQC8N/ITPDmFE2Wr3Up8clyFxt6xZzs+XPsK8YlxHEg/EHYuaIvVysLvFldoHEoppZSKrj1b9/LKne8w9Pj/Y0S/sfw9a1nuumbtj8HvDbBi3poyJcrFJbHGwPS3ZjJv+iImjp3M9nU78fsCeFxevG4fO9bvZlCjm3jt7vfIzswJ7WP4atw0Lqk9hEGNbmJA6vV88tTkiPUtKoJ2wyijz5+ditedv7qNz+Pjty/nMfvrBaxZtI5wf0+b3YrDaScnM8z8gQJ2hx2L1YJIsH66MWACgbDHyqtrn04MHH4hbU9uhTP+0DR5wRblcDubIgcpKqWOLiJyD/AcUNsYsyfa8Silym7X5j3ccsK9ZGfm4Pf62bBsM0t+Wc4dr9zIudf1AuD7934uc//lky/swo71u1j/z8awXTn8Xj8fjJqE1W7FkxOhorKBqa98y5JflvPawqf5/r2feW/kp7hCd+i9bh8Tx36JI87OJXedXyldN7RluYzW/7MpYpGTJwaPIzXPHMt5mYAhI+1A2HU2mxW700YgEMDn8XHsCc14ac4TPD9rNM54R8RYbA4brbu35IQzj8+XKAP0GnQazoTCc0z7fQG69ukU8ZhKqaOHiDQGzgE2RTsWpVT5mTj2K7IzcvLVkHBne3j97vcPzW8cId8Uq0RcV1DfoWex7d8dRfZ59vv9kRPlkIDfsG3tDv6csYSPHvsiN1E+yJXl5sNRk7i6+W2cY7uMQY1uYvrbM0sW5GEoU7IsIgNFZJmIBESkS4F1D4rIWhFZJSLnli3M2NWqy7ERv9GIQMcz2uFMyJ/gOhMcnDvkzIjTofi8frIzcvC6vPi8ftYuWs9zQ17F5/VHLBoCwdbqvjeeFXZdx57t6H31GTgTnFgsgt1hwxHv4P/euiXfjB1KqaPaf4H7iFxqSSlVBf054++ws3EF/AG2rt0BQJ/rzwxbuC0xOQFnXOSGuoOq10lh+7pdxQ8OLOHVJeeAiwljvmDvtrSw67Mzc9ixYRcY2Lstndfuep9p42eU7OClVNaW5aXAAODXvAtFpC0wCGgH9AFeE5EjrkayMYbW3VpGLHft9/mp3agWw16/iZTa1bA7bTgTHJx/09nc9uL19Lz8FOx5ZtYAwlbbCfgD7Fi/i12b9kTso+NMcPDkdw+R2jB8S7aIMOy1obzwy2iufPhSrhsziPdWvMhZg3uU8lkrpY5EItIf2GqM+buY7W4SkYUisnD37t2VFJ1SqixqhhkwB8HGuZTUZAB6XXEqJ57TkbjEYKOaM8FJXFIcj029nztfHxqxAvJB97x9K3u3phU7oYElwjzL4axcsBa7s2Q9ht3Zbj545LMK6ctcpj7LxpgVQLiW1f7Ap8YYN7BeRNYC3YA5ZTlfLDHG8NQ1LzN7yvyI35IsVgudzmxP8w5NOOvKHmTszSQxJQG7I5gg3/HKDezZmsby2auwOWx43V4SUxJI37m/0LGsNgspqdWIS3AW6ufsjHcwYuJdtD+1dbFxtzrxWC1ZrdRRSkRmAvXCrBoJjCDYBaNIxpjxwHgIzoZRrgEqpSrE5ff158nB4/J1Z7A7bZx4dgeq1w4WWrNarYz6YjjL56zm71nLqFYrmTMuO5nkGkkc36MNZww8mVtOuJctq7cXOr5YhD1b02h7ynHEJcXhOhBmPFbI7a/cyJvDPyg013I4fq8fi8WC3WnD6y5cNK2g/Xsy8Hp8+ab4LQ8V1We5IbA5z+MtoWWFVNVWiiW/Lmf2lPkRO8PHJTo5feDJuXMtWywWqtdOyU2UAeKT4nlmxiO88dezjJh4F++tHMel91wQtl+yx+WjdfcWjPn6ARKrJxCfHI8zwYEjzk6fG87k5AuOmtmqlFKHyRjT2xjTvuAPsA5oBvwtIhuARsAiEQmXWCulqphTLuzKNaMvw5ngJKFaPPY4Ox17tuOBj+7It52I0O6U4xg8YgDn33w2yTWSctc5452cO+TMsBX4nAkO6jZJpcu5HWnarjH2uMLJqs1h48EJd3LBLefw/M+jsVhL1sJstVm4eFg/WndvSWJKAi07N484Hqx67WrYHeU/d0WxRyyqJcIYM7WsAVTVVorZUxeEvdUgFqFx64Zc++hl9LjkpBIdq1GrBjRq1QCAfkN7M/XV70jfsS/3W1RcopOLh/Wleu0UqtdO4bOt45k7bRGZaQfodGZ7GrWsX35PTCl11DHG/APUOfg4lDB30dkwlDpyDLznQs6/5Rw2r9xKzXrVI3bbLMp5Q87kkyeCgwUPslgtVE9NofPZHbBarTz30yi+fPEbZnwwC4/bS/1mdel0ZjvOvrondZvUBuC4ri04pX83Zk+ZX+yMXMYYTu3flaF5KvvNnrqAJwa/iDvPQEFngoPrxgyqkJkxik2WjTG9D+O4W4HGeR43Ci07YiQkx2GxWgt1mI9LcDLo/os4/dKTD+u4iSmJvP7nM3z5wjR+nzKfajWTGDCsH6cN6J67jTPeyRkDD+/4SimllDo6xSfGlakrZkpqNZ6fNZpnrn2Fzau2AdDulON44KM7sFqDQ9Oc8U4GPziAwQ8OKPJYNz93Df/8uhxXljtf0ltQUs0kWndvmW/ZKf27cv9Hd/L2Ax+zfd1OUhvW5NrHLufca3sd9nMrSrlU8BORWcBwY8zC0ON2wESC/ZQbAD8CLY0xRdZ6rkrVoLas3sbNJ9xbaPoTZ4KTz7aN14p4Sh2FtIKfUuposX9PBja7lcSUw5tRa92SjYy7ZTwr5q0OLhAJWxDFmeCgz5Azuf2lG8oSbliVUsFPRC4WkS3AycA3IvI9gDFmGTAJWA58B9xWXKJc1TRq1YDbXx6CI85OfHIcCclxxCU6efSre/Mlyn6fv9D8gEoppZRSVVlKarXDTpR3bdrNXT0eZvnc1cGiayY0WUSYHhTubA/T3/qRtB3pZYz48JV1NozJwOQI68YCY8ty/Fh33pCzOPWibiyasQSr3UaXczsSnxgsYe3KdvPqne/y44Tf8Pv8NGpVn7vfvJn2p7WJctRKKaWUUtHz1bhv8LryVz+OVOANwBFn49/FG6jZJ/wUeBVNy12XUbWayfS8/NRCyx+//AX++vGf3FLYm1Zs5YE+Y3lt4dMc0zrsxCBKKaWUUke81X+uO1Q5MA+b3UrAHyg06M/n9VO7cWplhVeIlruuANvX7+SvH//BU+Bbk9ft5cv//i9KUSmllFJKRV+LTs2whatILIKtwNRvNoeV5h2a0rRd48LbVxJNlivA9nW7ClXmg+Athg1LN4fZ4xC/38+erXtx52g/Z6WUUkpVHa5sN//+vYH0XYWLq+U14K5+hfIkR7ydbuedwKNf3UutBjVxxDuwO2107t2Bx6c9UJFhF0u7YVSAJm0bFWpVhuC3ozYntQyzR9D3H/zM+OEf4s72YIBzru3Jf168Ll8hE6WUUkqpWDPpual8NPpzLFYLXreP7v06c/+HdxCXULhMdr2mdXjhl8d4+fa3WTFvDc54J32HnsUNTwzGEefgk81vsHvzHuKT4/MVRokWTZYrQK36NTjryh78/OnvueUcRQRHnIMBd50fdp/53/7Fy7e9na/844wPZhHwB7j7zZsrJW6llFJKqdL69Ys5fPTo5/lm/5o/fRHP3/g6IyfeFXafFic0Y9wfYzHGFCokIiLUOaZ2hcZcGtoNo4Lc9eZNXPXwQGo1qElcUhzd+p7AK/OepE6EDuofj/miUJ10d46HmR/9Qs6BnLD7KKWUUkpF26dPTyk0Ta7H5eWPyfPIysguct+KqLhX3rRluYJYrVYG3X8Rg+6/qETb79q0O+xyi9XCvt0ZxCfFl2d4SimllFLlIm37vrDLLVYrGXszq3yhNm1ZjhHHdW0R9tuV1WaldqPS129XSimllKoMHc5og8VaOKV0xtsj3lGvSjRZjhHXjRmEM8FJ3nw5LsHJdY8PwmbXGwBKKaWUik3Xjr6c+KQ4rLZDaaUzwcGtL16P1RZmirgqRpPlGNGs/TG8NPtxuvc7kZTa1Ti2U1Pu+/AOLrrtvGiHppRSSikVUcMW9Xl90TOcfW1PGraqz4lnd2DstBH0vvL0aIdWLrTJMoY0O74JY76O7lyCSimllFKlVb9ZXe5569Zoh1EhtGVZKaWUUkqpCDRZVkoppZRSKgJNlpVSSimllIpAk2WllFJKKaUi0GRZKaWUUkqpCDRZVkoppZRSKgJNlpVSSimllIpAk2WllFJKKaUi0GRZKaWUUkqpCMQYE+0YconIbmBjOR0uFdhTTscqK40lsliKR2MJT2MJL1wsTYwxtaMRTDQUuGbH0t+mOBprxdBYK4bGWjFSgcSSXLNjKlkuTyKy0BjTJdpxgMZSlFiKR2MJT2MJL5ZiiQVV6fXQWCuGxloxNNaKUZpYtRuGUkoppZRSEWiyrJRSSimlVARHcrI8PtoB5KGxRBZL8Wgs4Wks4cVSLLGgKr0eGmvF0FgrhsZaMUoc6xHbZ1kppZRSSqmyOpJblpVSSimllCoTTZaVUkoppZSK4IhLlkVkoIgsE5GAiHQpsO5BEVkrIqtE5NxKjquTiMwVkcUislBEulXm+cPEc4eIrAy9Vs9EM5ZQPPeIiBGR1CjG8GzoNVkiIpNFpHoUYugTen+uFZEHKvv8eeJoLCI/i8jy0HtkWLRiyROTVUT+EpFpMRBLdRH5IvR+WSEiJ0c7plgQa9eVSETkURHZGroeLxaRvtGOqTixcI0sjoiMCV0/F4vIDyLSINoxRRIL1/uSKiqviRWx8tlVEiLyrojsEpGlJd3niEuWgaXAAODXvAtFpC0wCGgH9AFeExFrJcb1DDDaGNMJeCT0OCpEpBfQH+hojGkHPBetWELxNAbOATZFMw5gBtDeGNMBWA08WJknD70fXwXOA9oCV4Tet9HgA+4xxrQFTgJui2IsBw0DVkQ5hoPGAd8ZY1oDHYmduKIm1q4rJfBfY0yn0M/0aAdTlBi6RhbnWWNMh9Dn3DSCn3WxKqrX+1IKm9fEihj77CqJ9wnmgSV2xCXLxpgVxphVYVb1Bz41xriNMeuBtUBltu4aoFro9xRgWyWeu6BbgaeMMW4AY8yuKMYC8F/gPoKvUdQYY34wxvhCD+cCjSo5hG7AWmPMOmOMB/iU4Pu20hljthtjFoV+zySYDDaMRiwAItII6Ae8Ha0Y8sSSApwOvANgjPEYY/ZFN6qYEGvXlSNJTFwji2OMycjzMJEYjjcGrvclVkReEyti5rOrJIwxvwJppdnniEuWi9AQ2Jzn8RYq98P/LuBZEdlMsMUlmt9iWwE9RGSeiPwiIl2jFYiI9Ae2GmP+jlYMEQwBvq3kc0b7PRqWiDQFTgDmRTGMFwkmC4EoxnBQM2A38F6oW8jbIpIY7aBiQMxcV0ro9tAt+HdFpEa0g4kkhq+RYYnI2NDn3JXEdstyXtG43h9JYvKzqzzZoh3A4RCRmUC9MKtGGmOmVnY8BxUVF3AWcLcx5ksRuYxgq1TvKMViA2oSvL3eFZgkIs1NBc0jWEwsIwjeXqwUJXnviMhIgt0QJlRWXLFKRJKAL4G7CrQaVWYM5wO7jDF/ikjPaMRQgA3oDNxhjJknIuOAB4CHoxtWxYul60pxion1dWAMwZbPMcDzBBOmqIila2RxiruGGmNGAiNF5EHgdmBUpQaYR1W63sdqXqOCqmSybIw5nCRzK9A4z+NGoWXlpqi4RORDgn0uAT6ngm8nFxPLrcBXoQ+x+SISAFIJtpZVWiwicjzBVrq/RQSCf5NFItLNGLOjMmPJE9N1wPnAWVH4kK/w92hpiIidYKI8wRjzVbTiAE4FLgwNwooDqonIx8aYq6IUzxZgizHmYEv7FwST5SNeLF1XilPSzwkReYtg/9qoiaVrZHFK8fk7AZhOFJPlGL/e53OYeU2siKnPropwNHXD+BoYJCJOEWkGtATmV+L5twFnhH4/E1hTiecuaArQC0BEWgEOYE9lB2GM+ccYU8cY09QY05RgEtI5Wh8CItKH4K3+C40x2VEIYQHQUkSaiYiD4IDUr6MQBxL8ZH4HWGGMeSEaMRxkjHnQGNMo9B4ZBPwUxUSZ0Ptzs4gcF1p0FrA8WvHEkJi4rpSEiNTP8/BiggOoYk6sXSOLIyIt8zzsD6yMVizFiYHr/ZEkZj67KkqVbFkuiohcDLwM1Aa+EZHFxphzjTHLRGQSwQ81H3CbMcZfiaENBcaJiA1wATdV4rkLehd4NzRtige4NtrfqmPEK4ATmBFqxZlrjLmlsk5ujPGJyO3A94AVeNcYs6yyzl/AqcDVwD8isji0bESszxpQie4AJoQ+GNYB10c5nlhQla4rz4hIJ4LdMDYAN0c3nCPGU6EvkQFgI1Bp18/DENXrfWlEymuiHFauGPvsKpaIfAL0BFJFZAswyhjzTpH7xO61TCmllFJKqeg6mrphKKWUUkopVSqaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyUkoppZRSEWiyrJRSSimlVASaLCullFJKKRWBJstKKaWUUkpFoMmyOuKIyKMi8nElnm+EiLxdWedTSqlYJiJNRcSIiK2cj9tDRFaV5zFDxzUi0uIw9y3x542IbBCR3odzHhVdmiyriMJdQCo7ES1PItJQRHwicmyYdZNF5LnDOa4x5gljzI1lj1AppfI70q7DxRGRdiLyg4ikicg+EflTRPoCGGN+M8YcV8nxzBIRl4gcEJH9IvKriBxfmTGo6NNkWR01jDFbgR+Bq/MuF5GaQF/gg9Ies7xbTpRS6ij3P2AGUA+oA9wJZEQ1IrjdGJME1ARmAR9FNxxV2TRZVodNRHqKyBYRuUdEdonIdhG5Ps96p4g8JyKbRGSniLwhIvF51t8b2mebiAzJ24IS+jZ/Y55trxOR3/M8Hicim0UkI9Ty0KOEYX9AgWQZGAQsN8b8U9yxQy06X4jIxyKSAVxXsJVHRD4XkR15WiHa5Vn3voi8KiLfiEimiMzL29IdalWZEWpV2SkiI0LLLSLygIj8KyJ7RWRSKMlXSh3FynIdFpEVInJ+nm1tIrJbRDqHHp8kIrNDLbx/i0jPPNvOEpExIvJH6Fr2g4ikholvoIj8WWDZ/4nI1DDbpgLNgLeMMZ7Qzx/GmN/zPtfQ75eHWnsP/rhFZFZxzzm0Pt9nT0lfa2OMH/gUaBtpGxG5UESWhV6zWSLSpsAmXUVkuYiki8h7IhJ38LmLyLTQfmki8puIaI4WI/QPocqqHpACNARuAF4VkRqhdU8BrYBOQIvQNo8AiEgfYDhwNtASKG0/rgWh49YEJgKfH7zoFGMykCoip+VZdjX5W5WLO3Z/4AugOjAhzDm+Jfic6gCLwmwzCBgNd2LdlgAAIABJREFU1ADWAmMBRCQZmAl8BzQg+Jr9GNrnDuAi4IzQunTg1RI8X6XUke+wrsPAJ8AVeY5zLrDHGLNIRBoC3wCPE7wWDge+FJHaebYfDFxP8FrnCG1T0NdAswJJ49XAh2G23UvwmvixiFwkInUjPWFjzGfGmKRQi28DYF3o+RT5nMvy2SMiDuBKYG6E9a1CMdwF1AamA/8L7XfQlQRf52NDMT4UWn4PsCW0X11gBGBKGpuqWJosq7LyAo8ZY7zGmOnAAeA4ERHgJuBuY0yaMSYTeIJgoghwGfCeMWapMSYLeLQ0JzXGfGyM2WuM8RljngecQLF92YwxOcDnwDUAItISOJFgUlzSY88xxkwxxgRCxyt4jneNMZnGGHfoeXUUkZQ8m0w2xsw3xvgIJtKdQsvPB3YYY543xrhCx5gXWncLMNIYsyXPcS8V7QailDr86/BE4EIRSQg9HsyhhPMqYLoxZnroWjcDWEiwy9pB7xljVoeug5M4dC3LFbpefRY6HqE7bU2BaWG2NUAvYAPwPLA9dHeuZaQnHmp9nQjMMsa8WUGfPS+JyD4gE7idYGNHOJcD3xhjZhhjvMBzQDxwSp5tXjHGbDbGpBFsKDn4ZcUL1AeahP6Ov4VeDxUDNFlWRfED9gLL7AT/Ux+0N5T0HZQNJBH8dpwA/Bm6rbSPYIvpwVaJBsDmPPttLE1gIjI8dAtxf+jYKUChW4ARfAAMDLUWXw18b4zZVYpjbyYCEbGKyFOh7hIZBC/6FNh/R57fD75eAI2BfyMcugkwOc9ruYLg3ydiy4tS6ohQYddhY8xagteSC0IJ84UcajhoQvA6uS/PvqcRTOgOinQtK+gDYHAokb0amBRKogsJNQjcbow5NhRDFuFboQ8aCyQT7NtMcc+Zw/vsudMYU51g4ns+8IWIdAizXYO8xzPGBELnaphnm4LnbhD6/VmCreo/iMg6EXmgBHGpSqLJsirKJoItAHk1o2QXlz1ADtDOGFM99JMSumUGsJ1gcnjQMQX2zyJ4wTuo3sFfJNiH+D6CLQQ1Qhex/YCUIC6A34E0gt0prvp/9u47PIrqa+D4d7ankkBC770jvSMIoqBIUxRQELCAXeyIBQviK/4UBRUEESx0BUHpvYTeewgJJKSSnmyd3Xn/2BBYdhOSkJCE3M/z+AizM7N3opk9e+fcc7ghBSOP587t2/6IrPP2wRlk17526jyMKxKom8tr/W74WQYoimLIWrQoCMLdqyjvw3A9FWMgzrUbF7K2RwK/3XTP8VEUZVp+L0BRlL2AFeiO8x6ZpwVyiqJE4kw3a+7pdUmSnsga+6NZM7lw+589uY3HoSjKTpxBbV8Pu0TjDPCvjU/Keq8b79M3v3d01rnTFUV5Q1GUuji/tEyUJKl3XscmFC0RLAu5WQJMliSpuuRcYNYHGIAzXzdXWd+ofwa+kSSpImSXbnsga5elOBfHNc2a0fjoplMcBYZIkuQtORf9jbvhNT9ABhIAjSRJHwL+eb2orEdbC4EvceYdry6sc2cdb8GZe+eN8/FfXq0BqkiS9FrWAhU/SZI6Zr32E/C5JEm1ACRJCpYkaWA+zi0IQulUlPdhcC5Y6wtM4IZ0NOB3nDPOD2Q9MTNIzgV21Qt4HQuBmYDt2oK9m0mSFChJ0hRJkupnXWsQMBYPOcKSJLUGvgcGKYqSkI9rvtVnT64kSeqMc4HfKQ8vLwUekiSptyRJWpx5yBZgzw37vJj137I88D7O/75IkvRw1nVLOCdo7IAjP2MTio4IloXcfILzl3wXzgVl/weMVBTlZB6PfwfnN/C9WSkJm8jK/VUUZS3wLbAla58tNx37Dc6ZiDicM783LpJbj/Ox2nmcsytmckmNyMFCnN/ql9z0OPB2z70w67grwGlyWAjiSVZu3f04PwhjgVCc+XsAM3AulNkgSVJ61nk7ejqPIAh3lSK7DwMoihIDhODMq11yw/ZInLPNk3BOHkQCb1HwuOE3nDPEudWHtuKcRd+Es1zcSZzB5tMe9h2Ic5H0Lul6RYy1Wa/dzmePJzOvvUfWdUzOOo8LRVHO4Xxa+T3OGe4BwABFUaw37PYnsAHngsQwnAsowbnYcBPOfPMQ4AdFUbbmYWzCHSCJ/HGhpJAkSQEa3PAYUBAEQbgLSM7SbfFAG0VRQot7PIKQH2JmWRAEQRCEojYBOCACZaE0EmWnBEEQBEEoMpIkReBc5DyomIciCAUi0jAEQRAEQRAEIQciDUMQBEEQBEEQclCi0jCCgoKU2rVrF/cwBEEQCuTQoUNXFUUJvvWedwdxzxYEoTTL6z27RAXLtWvX5uDBg8U9DEEQhAKRJClfnShLO3HPFgShNMvrPVukYQiCIAiCIAhCDkSwLAiCIAiCIAg5EMGyIAiCIAiCIORABMuCIAhljCRJv0iSFC9J0skbtpWXJGmjJEmhWf8OLM4xCoIglBQiWBYEQSh7fgUevGnbu8BmRVEaAJuz/i4IglDmiWBZEAShjFEUZQeQdNPmgcCCrD8vQHRbEwRBAESwLAiCIDhVUhQlJuvPsUCl4hyMIAhCSSGCZUEQBMGFoigKoHh6TZKk5yRJOihJ0sGEhIQ7PDJBEIQ7r0Q1JRGE4nQxOYklJ0+QYMqkV+26PFivAVq1uriHJQh3SpwkSVUURYmRJKkKEO9pJ0VR5gBzANq1a+cxoBYEIe8UReHEzjNEnY+hTouaNGpfj+gLsdisMqd2n+XsvlBqNKnGA0/3IiC4XK7nspgs7Fyxj5iwOOq2qkWnh9ui1ojPsdslgmVBANaGnuONjeuQ7XZkRWFD2AV+OXKIxUMfR68RvyZCmfAPMBqYlvXvVcU7HEG4+6UlpfNmr4+JDY9HURQcdgWHw4FKJWG12JCQUBQFnZeOPz//i292fErdlrU8nismPI5XOr+PxWjBlGHGy9dAcI0KzNj9Ob4BPnf4ylylJaazcuZaDm08TsUaFRj6+sM07tCgWMeUHyINQyjzLLLM25vWY5ZlZMU5UWa02TifeJXlp0/e4mhBKH0kSVoEhACNJEmKkiRpHM4g+X5JkkKBPll/FwShCM2Y8DORZ69gyjBjzrRgNVuRrTJWsw0U56wzgNVkxZhmYuqIb1kzeyPbluzGbLS4nGv62B9Iu5qGKcMMgCnDTExYHPMnL7rj13Wj5PhUnm35BkumreT0nnNsXxrCm/d9zJbFu4p1XPkhgmWhzDsWF4skSW7bTbLMP+fPFsOIBKFoKYoyXFGUKoqiaBVFqa4oyjxFURIVRemtKEoDRVH6KIpyc7UMQRAKkd1uZ/fK/cg2e56PuXQ6ih9fn8//nvuJJ6o+x+m95wG4ePwSx3ecxuFwzYyyWWW2Lt5dqOPOryVfriQtMR2rxQY4vwBYjFa+f2Eusk0u1rHllQiWhTLPS6vFoXhOvfTR6u7waARBEISyQHEoKPb8p/1bzTZM6WYy04x88Mg0wo5F8Fq3yTksycXjZNDtcjgcrJu/lZc7vcfzrd9k6fRVWEwWj/vu+/cQstU9KLbb7USeiy70sRUFkYwplHnNgysSYDBgtNlctntrtIxs0aqYRiUIgiDczTRaDU27NuTUrnPZ6Rb5JVtkZrzwM+ZMs+f30KnpNbzr7QzToy9HzWTPyv3ZqSBR52PYvjSE7/Z87rag0D/IH87HuJ3DbrPjF1i8udR5JWaWhTJPkiTmPTKECl5e+Gp1eGu16NVqRrRoyX116hb38ARBEIS71MQ54/EJ8Ebv7XyKKanyOQssQcSJy+QUa1etV5kxnz5xm6N0FX7yMrv/3ueSM201WYk8e4U9qw647f/oxAHoffQu29QaNY07NCCoWoVCHVtRETPLggA0qhDEnrHPszvyMilmE+2rVaean39xD0sQBEG4i9VoVI0Fod+z4ddtRJyKpF6rWqSnGNmxdA/pyZmkJqRilx05Hu+wO6hQJZArF2LdXtNo1cw8MA0vb0OhjvnkLs9reUwZZg5vPkH3oZ1ctncf0pHwE5dY8uVKNDoNdtlOneY1+WDZxEIdV1ESwbIgZNGq1fSsXae4hyEIgiCUIf7l/Xh04gCXbaM+fIyvn/mRdb9syfXYl74fi+KAmS/Pw2KyXn9Bgnvua17ogTJA+coBHms3a/Vagqt7nike9dEwBr/Sn7CjEZSvEkjNxtUKfVxFSaRhCIIgCIIglDAN2tRF763P8XWNVo1Wr+XPL/5yDZQBFDix4wznD4Xl+h6ZqZnMn7yIMY1fYXybt/hv7mYcjpxnsgE69G+NzqDl5nWDao2Kvk/3zPE4v0Bf7unVvNQFyiCCZUEQBEEQhBKn95Pd8fI1gIc0ZrVWRb3WdfjfMz8RExbn8XiL2cpXY2Zxao/nBYQWk4WXOr7Hsq9XE3U+hrCjEcyYMIfB5Z9m8oAvOB1yzuN5tTot07dNoWr9Kui99Xj5GgioVI5P/3mXoKrlb+uaSyqpoCswi0K7du2UgwcPFvcwBEEQCkSSpEOKorQr7nHcKeKeLQhFK/5yArNenU/I6oMoDgW1Vo1Gq6ZK3UqYMy3EhnvsSu/C4KOnVa/mTPnrLZf0ibXzNvPDa/MxZ3ou+SZJ8MQ7gxk7dYTH1xVFIep8NDaLTO3mNVCpSt/8a17v2SJnWRAEQRAEoRhcvZLI2l+2EBsezz09m3PvsM7oDNfr+wdVr0CvJ7piNlowpZmo1qAyZw9cICo0BtmSt4Ye5kwLx7acZMOCbfQb1zt7+5HNJ3IMlAEUBRZN+xsvPwODXu6Hl6+Xy+uSJFGjkWtKxaUzUaz5aQMJUYl06NeG3iO7offKOZWktBAzy4IgCIVEzCwLgpBXJ3ed4b1+nyPb7MhWGYOPnqDqFZi5dyo+5Zz1h6eN+t5Zpu1aUCuRY/ORW2ncsQHfh0zN/vu8SX+y7OtV2G255yhLkoTOS8fYqcMZ8spDOe63e+V+vnhyBjaLjMPuwOCjp2LNIL7f+wXefl45Hlec8nrPLn1z5oIgCIIgCKWYoih8OOj/MGdasrvbmTMtxIXHs/jLVQBcOBLOrr/2us7+3sb8ps1sJTPNmP33/s/2Rq1yr2rhaawWo4VfJi3i8KbjHveRbTLTx/6AxWjFYXdkX09seDyrZq4t+KBLCBEsC4IgCIIg3EFbF+8mPSnDbbvNKrN92R7SktL5dvxsLEarh6ML5uLxSwwNGsNLHd8lNiKeKnUq8cYvL+T5eIvRwvJv1uR47mtB8o2sZhvbl4UUeMwlhQiWBUEQBEEQCtnZ/aHMfmshP7/7OxeOhru8tnbe5hyPkySJZ5q/zrkDuZd9y+14TxQF7LKDcwfCGFX/Jf6bu4n7hnej/YP3oNbeeoYZ4PLpKI/bvf28sNvtHl/z8S+ZKRj5IYJlQRAEQRCEQvTTmwt4876PWfG/NSyf/g+vdZ3MH5+vyH49NSEtx2P9yvuQHJta4PfOy1o0xaEw85VfiAqNYfKSiXQZ2B6NTo1KnXtYmJqY7vH81RtWpUqdSm7tug0+ega+1C9/F1ACiWBZEARBEAShkFw4Es6anzZgMVpRFAWHQ8FisvLn5yuIueisidzm/pYeZ3NVahXRoZ7rJhc2h83OlkU78fbz4sOlb7A8bh4LL8xkvbwEtcZzeGgxWrCaPaeGfLLqHSrWCMLLz4C3nxdavZaHnuvj0v76dMg5Ph7yf4xv8xY/vbmAxJjkIrm2wiZKxwmCIAiCIBSSPav2YzPb3LYrCoSsPsiQVx9i2JuPsOm3HWQkZ2CXnbm+kkqiTouahJ+4fEfGaXc4sNyweNCnnE92FY7KdSpxJTTG7Rifct4upe1uVKVuJRaGzeTkrrMkx6XStHNDl/bXWxbv4n/P/IjVZEVR4NKpSDYu2MaPh7+iYo2gQr66wiVmlgVBEARBEAqJRq/1mM6gUkto9VoAylcOZPbR6XQa0BaV2pm6oDgUwo5G3LLd9K1o9VoatK3jsfPfjQzeeroM7ODxtdFTHndrta330nHvY11IjE7K3nZwwzE+eGQar3Z9n6XT/8FitNCyR1PufayzS6Bsl+3MfGle1my7c5tss5OZauLPG9JT8ssu27l0JoqrN4ypKIiZZUEQBEEQhELSc1gX/vh0OdhcF7wpCnQbfD04PbP3PPv/O4LDflMO8G2Uh/Mr78ugV/oz/N1BDCk/BrMx56Yj3Yd2omnnhh5fczZCMTP//UWkJaYjSRI2q8zWxbvYsGAb3YZ0pFbT6iye9nd2absLRyNY98sWZh2YhpePweV8MeHx2Czus+122c7BDccKdK07V+zl2/GzsVpk7DY7jTs24IOlEwmsWK5A58uNmFkWBEEQBEEoJFXrVWbCt2PQGbQYfPQYfPToDFre/OUFAisFAM5FeD+8Nh9bDl341Bo1Xr7XA07/Cr5odLnPb+q9dHQZ2J5RHz6GVqfFL8gv1/0TY5JyrJwB0G9sb5ZE/8yA8Q+gUqtw2B0Y00zYLDZ2r9zPwo+XuNSAtpqsxF9OYMOvW93O5Rfog132XC0jINg/13HGRsQTHRbrsrDwwpFwvhw9k7TEDMwZZmwWG6dDzvF+/89zPVdBiWBZKLEiU1OZe/ggcw8f5FJKSnEPRxAEQRDy5OHn7ue3i7N44dsxvPT9OBZFzqbX412zXzdlmEmKyflzTWvQ0v7B1ui99Xj7eWFMNwOgymHhHYDFZGXDr1v56c0FpCWm89jEh3Md4+GNJzh3IDTXfSRJYv2vW7HelINtNVndZ8QBi9FKyD/uXT3LBfnTpk9LtDcF/AYfPY+9OdDje186Hcm4Zq8zrtnrPNfqDUY3eJlzB53l9P767l9sNy00tNvsXD4bTfiJS7leU0GIYFkokRYcO0zf3+czPWQXX+3ZyYN/LODnQweKe1iCIAiC4JEx3cTy/63mnb6fMH3sLBKjk+k3rjcPPN0L/wqus7x6L12uM8UWo4Udy0OwGC0Y003IVhlJgoo1g6hQNRBNDnWRFQVWzVzH8/e8Sc8nulK7eY1cx/zt+Dk5vnb57BU+GvJ/mDLMuZ7jRpJKonyVQI+vvfvbKzTv3hidQYe3vxc6g47H3x7IvY91dtvXYrIwsedHRJ6NwmqyYjFaibkYx9u9p5CWlE5cRAIOh3uwrtaquRpd+BU2RM6yUOJEpaUybdcOLC4Fzh38b+8e+tSrT50Az7+IgiAIglAcMlIymdD2bZJjU7CYrKhUElsX7+blH57hwafvc9tfrVEzYEJfVv+43mOXPsVDIGizyCReSWJZ7FxmTPiZ7Uv3eAwYZatM6tU0Vs1az4hJQ5k64tscxx1+IhJjuglvP9fGIVGhMbzU8V3MGTnnPHuiM2h55IUHPL7mG+DD/238iLhLCSRGJ1GrWQ18/L097rt75QFsZhs3l3Q2Gy188MiX1G1Rk7P7Qt1mvGWLjYZt6+ZrzHkhZpaFEmdD2AWP6xscioP1F3J/ZCQIgiAId9qKb9eQGJ2MxeQMfB0OBavZxtdjf2R827cIOxbhdswzX4yk7+ie2bnNWr2GevfURmfQ5vJOEglXkhj5waPovPQ57mWzyOz79xCyVb5ld76YsFhkm2vu9B+fLc+uE51Xao2KF78bS+MODXLdr1KtYJp2bpRjoAyQGJ3scUGgw+7g9J5zbFi4DY1O4zI7b/DRM+TVhygXlHsOdEGIYFkocXL61VQA5XaWCQuCIAhCEdi9cr/H4A4g7EgEE+/9kOQ4Z45ybEQ8l05HggSvzHqWZXHz+PHwV6xMXkBwjQpus6U3sllsjG/9FgfXH+WbnZ/QrGujHPetUCWQOi1qotHmnERgl+282m0yj1Ycx5o5G7O3n95zDoc9fyXs7rmvBf3G9r7lfplpRv6ds5Gf3/mNHctD3AJ1gKadG+aapmI12bBZbDw49j6q1q9M444NeGPuBMZOHZGvMeeVSMMQSgyb1cbhjcfxi76KOsUCfq7/e2okFQ/Uy/0bqyAIgiDcaf7lc688IVtlln79D0c2nSDyXDQqlQqDj553Fr5Mu76tstMg6rWqzaENx3MMvMG5kO2niQvoOrgD3v5eznrKN80j6b31DH39Yeq3rkPTzg05uetMjpU3LEYrFqz8NHEBwdUr0LF/GyrXrUR0WN47Ceq9dLTp3eKW+106E8Vr3SZjs8hYjBa8fA0EVa/Ad3s+xzfAJ3u/pp0b0rxrY07sPJM9W38zjVZDi26NefWHZ/M8zoISM8tCiXDhSDhPVHueqSNn8Psbv1P90yMEr4tCq1KhVanQqzW82rEzdQPLezx+b1QkL/23mqf+Xs6fJ45hkT3fFARBEAShsA1+pT8Gn5zTIqxmG2t+3ED48UtYTVbMmWZS4lP5eMhXxFyMwy7bSY5Ppf8zvdHq8zaPufvv/RzacNxDoKzjuf97ktb3OYPXz1a/y+BX+qPNNb3DuajwWoOQEe8NQe/tuVPfzdQaNT4BPvR/ts/1c5ksxEbEu7XG/r9R35OZkoklq/6zKcNMzMU4Fn68xGU/SZL45J93GPPZE/iV9/X4vpIkYfA1eHytsEn5yUcpau3atVMOHnQvOSLc3ex2O8OrP09yXKrLdp23jk5fDaZih5r0rdcgx4V9Px3cz/f7QzBlBcheGg31yldg2aNPoNeIhyfCnSNJ0iFFUdoV9zjuFHHPFgQnRVH49aMlLP2/VchW98maa537bp4x1mg1NOncgNBDF7GYrEiSRL17ahEbnkB6Uka+x6HWqnn8rYGM+Wy422vPtphIxKnIXI8PrlGBPy/9BMDWJbv54dX5ZKZm5jgr7eVnoPfI7jz14WOUrxyIw+Fg/uRF/P3dWq6VcB721kCe/OBRMlIyGVb5GWSbe73lwErlWBoz1+N7XDgSzmvdJrvNMPuU82ZpzM85tt/Oi7zes8XMslDsTu8577HLkNVoRdp2mefbdsgxUE4yGZmxb092oAxgkmXCkpJYE3quyMYsCIIgCNdIksSYT55gUeRP1G9dx2V2WK1RofPSelxoJ9tkTu46iznTguJQcNgdhB4KL1CgDM4UjZiL19MnosNimTbqex6tNO6WgfI11yZRez3elSXRc1h4YWZW7rPr+L18Dcw79S2v/vAc5Ss7P6OXfLmSv79bi8VowZzp/GfpV6tYOXMtKlXODVA8tQe/pn7rOjzz5ZNoDVq8/bzw9vfCJ8Cbqf9Nuq1AOT/EtFsZJ9tkdizfy87lIfgG+vDQc/ffciVrYTMbLTl2ETKmm3I99mD0FbRq9U1l5sAk21h/IZShTZoV2jgFQRAEITcBweWYsedz/vh0OWvnbcZqttFpQDsGTOjL272neDzGU5m4gtJ767MX/UWHxTKh7dvOz9E8vkXq1TTO7D1P086NcDgc7Fl1gC1/7KRKvUoYfPSEHgpHQaFGo6q8Oe8FgqtXcDl+6fR/slMsrjFnWlg8bSWDX+5Pk84NObXbdfGgzqCl7+ieuY5r0Ev9uG94N45sOYnBR0/r3i3Q6XNPKylMIlguw2SbzNv3f0rooTDMmRakrLqQY6eOYMgrD92xcTTv2gi77L7q1uCjp+cNHY888dcb3OowAqgkifJeXu4vCIIgCEIR0um1jPlsuFsqRO+RPdi6aFf2k1StXpvrQr7cGHwNaHUaLEZLdvUMtUaNb6AP94/qCcDCKcucDUXyEYvbzDKHNh6nSaeGfP7Et+xfezi7pbXBR8+D4+5j3NQRLovxrnE4HGQkZ3o8b2pCGgDvLHiZ17pNJjPNiM1iQ6PTUqdFTUa8P/SWY/Ov4OexgcmdIILlMmzHspDsQBmc324tRivz3v2DPk/2uOXq3sLi5evFy7PG8f0Lc7FZZRx2BwYfAw3a1OG+Ed1yPbZ91Wr46nQYbVaX+4FerWZky3uKduCCIAiCkEevzX6O5t0as2rWOsyZZno81pnNv+90SZu4kaSS0Oq1WE1W9N469AYdfUbdi9Vso/2D99Dm/pYs/3o1/87ZhNVspcsj7Rjz2fDsyhond57J96y11qDFr7wvJ3aecQmUwTlDvGHBNga/0t9jsKxSqajesApR52PcXqvTwtlJsFKtYBaGzWTvmsPEX0qgfus6tLy3aY5Pl0sKESyXYTtX7HX5RbhGo9NwfPtpug3ueMfG8sDoXjRqV5//5m4i7Wo6XQa2p+ugDqg1uRdTV6tULBz0KE+vWkGaxYwkScgOB5N79KJFxUp3aPSCIAiCkDuVSkXf0T1dUg4ad2jAhwOn4bC7BrVavZanPnwMlVri2LZTVK5TkeHvDia4RhBmo4X/5m7i5U7vcTUqicBKAQx/dxDlKpZj6ogZZKRk0m1wB8pXCSDuUkI+xyjR64muLPt6tcf4QHEoHFx/lMBK5Ui9mk6lWkFoddfTIV74dgxThk53WYyn99Ix/uunr1+bTkv3IXcuvigMhRIsS5L0C/AwEK8oSvOsbeWBJUBtIAIYpihK4TfsFgrMN8AHSSW5f/NUcGt9eSfUblaDF74Zk+/jGlSowM4xz3IsNoYMq5XWVariq7szSf+CIAiCUFAd+7fh47/eZtpT32FMM6FSq1CpJPo+fS/dH+3I+w99QVJsCqf2nGP9r9t4cvJQ1szeSELk1ewUxIzkTGa++gsSUnYucOTZK/iV90Vn0ObY5KRxx/pEnY/JPkalUvHBsjcoF+SPTzlvtHqNWxUMlVrFlj93MvfdP1Br1ajVKp776in6P+MsG9f+wdZ8sW4yCz9eyuWzV6jdvAajpzxO004Ni+gneGcUSuk4SZJ6ABnAwhuC5f8DkhRFmSZJ0rtAoKIo7+R2HlGG6M46sy+Ut3p/7NaXvlywP0uuzLnlrK4gCK5E6ThBEArqyoUY4iISqN28BoGVAni60SvEXIxzmdBSa1Q4HEqe0is0Oo3HMnYavYY2vVvy2ep3sct2zuwNRVEUZ9e8rG5/8ZcTGNPkNaw3lWtTqVWotWpsNwTgem89H614k/YPlL7UxztaOk5RlB1A0k2bBwILsv68ABhUGO8lFJ4mHRtZuPewAAAgAElEQVQw9vPhznIs/l54+3lRLtifaesml6pAOSUhlbnv/c74Nm8xecAXHNt2qriHJAiCIAj5Uq1+Fdr0aUn5yoGcP3SRpNgUt6DYLjvynIfsKVAGGD99FJ+tfhdJkpxd8Lo3oWWPpi5tsSvWDObdhS9j8NE744OsGEGlklwCZXA2M1k87e98Xm3pUpQ5y5UURbmW5R0LeEwglSTpOeA5gJo1axbhcARPhrz6MH2eupdj207j4+9Fq57NSlWgnByfyvOt3iQjJQObRSbsaARHt55iwjejeejZ+4t7eIIgCIKQbxnJGbnWJb4dhzeeYOCL/W65X/ehnWjfrzXHtp1CrVETUKkcE3t84LGpSEw+WmOXRnekKYnizPXw+FVIUZQ5iqK0UxSlXXBw8J0YjnAT//J+dB/SkTZ9WpaqQBlg2fRVpCdnuORVWYwWZr+x0K3NpiAIgiCUBo071MfuIShVa9VItxlER4fF5nlfg7eejv3b0K5vK2o2rgZ4fu/EmGSObb97n+oWZbAcJ0lSFYCsf8cX4XsJZdT+tUc8PmqSVBKXTkd5POZobAwfbdvM+1s2EhJ5mZLU8l0QBEG4eyiKginTjMPh3ksgNz7lfHhm2kj03nqX+NQu2wmo6H9bY0qKTcFudw/Eb0Wn1zJu6nBUGvfQ0WF3MH3sD3ft52lRBsv/AKOz/jwaWFWE7yWUUddabN5MtsqUC3a/oXyzdzcj/lrKHyeOsfjkcZ5ZvZLJWzcW9TAFQRCEMmbnir2MrD2BwYGjGRQ4mvkfLs5XkDro5f48M22kazqGApmpRnwDfDwGrXmRlpjO0q/+KdCxA1/sh5ev52pZidHJJMelFOi8JV2hBMuSJC0CQoBGkiRFSZI0DpgG3C9JUijQJ+vvglCoHntjgPOb9w3UWjWNOjSgYo0gl+2XUlKYc+gAZlnGoSgoONtirzx7hqOx7kXUBUEQBKEgDm86zpejvychMhG77MCUbmbF/9Yw770/8nWePasOuNVgtppsZKYZXRp5GHz0+UqjXP6/1fkax43KBXluWKYoitvn8d2isKphDFcUpYqiKFpFUaorijJPUZRERVF6K4rSQFGUPoqi3FwtQxBuW/sHWzPmsyfQeztX7OoMWpp0bMBHy99w23fbpYsez2GWZTZdDCvqoQqF4HBMNB9v28zH2zZzOCa6uIcjCKVGfGYG2yPCuZCUWNxDKRMWTlnqVpbVYrTwz6z1WEzuzT5ycuWC54kcxaFk5zRLkoRKraJF98Z5Pm/a1fQCp0wMeulBt6BYo1XT9v6W+Ph7F+icJZ3o4CeUekNfe5j+z/Yh/MRlAiuVo0odz537DGoNKg8tNTUqFQaN+FUo6b7YtZ3fjx/FLDtz1JedPslTLVvzbrcexTwyQSi5HIrCh1s3seLMKXRqNbLDQbPgisx9ZDD+ekNxD++uFX0hh0V0kkRqQhoVa+atoEHDNvVIuJyYa2CrKAo2i0yzbk1o0qkhy79Z41be7WZ6H32BW0w/8uKDXDgawdbFu9HqNDjsDmo2rsbbv75UoPOVBnekGoYgFDUvHwNNOzXMMVAG6FuvgceSLCpJxSON8v6NXLjzziVe5bfjRzHJMtdK65hkmYXHj3A+8WpxD08QSqw/Txzj77OnsdjtpFutmGSZY3GxvLVxXXEP7a5Wt1Vtj9vVahWBlQPyfJ5RHz+G3uvWHWltFhvnD1xgzGfDee3H56jesEquVTNsZhvTx87K98JDALVazVu/vMj8MzN4+9eX+GbHp8w68CX+FTynZ9wNRLAslBmBXl589+BDGDQafLRafLRa9Go1n/bqTc1yeb95CXfelvAwbB4WxsgOB5vDRQqNIORk/tHDmGTXikE2h4NtERFkWEV5zaIy5tMn0Hu7BrkGbz0jPxiKVqfN83nqtKjF19uncM99zfHyNRBUvQIarXtuslanod49tZEkib6jezL/7Hc8M+3JHANth93B9mUhbF20O38XdoNKtYLpOqgD9VvXKfA5Sgvx7LmMstvtJEYn4xvgg7ef55Wtd6M+deuzb9x4dlyKQFYc9KhZm0CvsnP9pdHJ+Dh+PXoEu4fHkGpJwqDJ+wePIJQ16RbP+bEqCYw2K766W89aCvnXqH19vtzwIXPeWkjYsUuUr1yOEe8P5YGne+X7XA3b1uOrTR9l//3t+6dwctc5bJbrqRYK0PPxLi7HDX6lH0c2n+D4jtNubasBzJkW1szeQO+R3fM9prJGBMtl0NYlu5n18jzMmRYcDoXuQzvy+pzxGO7SVaw389Preahho+IeRpkWEnmZuUcOEp+ZSc9adRjTug3lva4vDHEoCtsvhbP+Qih/nz2DzeG53JJDUehfv+GdGrYglDrda9Xmn3Nn3L5sBnn7EOztU0yjKhuadWnEjN2fF/p5p6x8hylDp3Now7HrGxV4t+9n/HjkK4KqlgdAq9My9b9JbPxtO98+P9uledc1Fg9BtOBOBMtlzPEdp/l63A8uq3R3/bUPq9nGR8vfdNs/MzWT5d+sYcfyvXj7eTHwxQfpPbJ7gRcGlDaKoiA7HGjVpauzYUn2+/GjfLFre/aj4dCkRJaePsm/I0YR5O2NzW5n7D9/cSQ2BqMt90UqIKFVi2wyQcjJG527sj0inEybFYvdjkqS0KvVTO19f5m5j18jOxysvxDK+rBQ/PUGnmjeguYVc17nUlLpDFouHAl32SbbZNKTM/n9k+W89tNz2dslSaL3iO7MfmMhNku623nErHLeiGC5jFk87W+3cjZWs439/x0mOT6VwIrlsrebjRZe6vge8ZevYs1aWRtx8jKnQ87xyqxn7+i47zRFUfj9+FG+2x9CkslEsI8Pb3fpzpAmzYp7aKWSoihsibjIohPH2BYRgeOGpZZWu50EYyZd581mXJu2hERFciwub+1Y1SqJeYcPcTEliXOJV2kSFMxL7TvRJLhi9j5nEuI5FhdLFV8/utWshVolgmuh7Kjq58/6J59m4fEj7L8SRZ2AQMa2bkv98hWKe2h3lOxwMOrv5RyPj8Vos6GSJP4+e4r3ut3Lky3vKe7h5UvMxTjSkzLctttlOwfWHXHbrtaoeen7cUwd+S03rnJXa9X0HX1vUQ71riGC5TImJtxz13GNTkNidJJLsLz59x1cjUrKDpTBmeO0bv5WHn97EJVquZe+SYhKZN6kPzmw9ggGXz0Dxj/AY28MyFex9JLgjxPHmLZ7R/bsZ3xmJh9s3YRWpWaAqJyRZ3aHg22XwvnhwD5OxcdjzSGdAsCmOPjp0IF8nd8qy8w5fCD7EfOllBS2RoTz2+BHaVmxMi/8t5rdkZeQcFY9KWfQs+TRJ6jmd3vtYgWhtEi3WFgfForJZmNki1b0rdcAXRl8UvZv6LnsQBmcKVwmWebzndt4pFHjUlVG7+jWUzjsnqtY+AZ6Tq3ZuGAbarUKu3z9OLvNzvKv1zDms+EARIXG8OfnKzizN5RqDSozYtIQmnYWKYsgguUyp3m3xsSExbr8wgDYZQfVGlRx2XZo43HMRvfFIVqthjN7z7sFy2lJ6bzQ7h3SEtNx2B2kJabz+6fLuHgsgkl/vlb4F1OEZuwLcVtBbpJl/rd3d4GDZZvdTqbNSjm9oUw8/kw2mXhs+SJi0tPdfpaFxQFwQy6mgrPJzLOrV/Jc63bsjryUXZcZwCzbeHXdvyx/bHiRjEcQSpILSYk8tmwRVrsDk2zDW6vlm717+GvYCMoZXIPDuz3lbG3oeY9pXVq1mn1RUdxfr34xjKpg9qzcn+NrHfq1dttmNlo4vOWE2+e+1Wxj3fwtjPlsOBGnInml8yQsJisOu4Oo89Ec3XqSSX++RpdH2hf6NZQ2IlguYYzpJlLiUwmuUSFf5WXyasSkIexYFoI5w4zD4QwyDN56Rrw/BC8f15tnxZpBqLXq7C5B1ygoHutE/vfzZozpJpdvvBajld0r9xNzMY4qdUtHbpjNbifJZPT4WnR6msuffzy4n5CoSKr6+TG+bQe61KjpdozscDB9zy5+O34E2eEgwGBgUveeDGzUpMiuobBZ7XZm7t/LopPHMNlkutasyfvde+Zacu+znduITE3FVoA6nrcrxWzmh4P7XQJlALuicDIujkSjkQred2enKUG45s0Na0mzWLKfvBttNqLSUvnf3t1M6dkbcM6wztwfwrwjh8iwWqlZLoAP7+1Fr9p1i2xcCcZMUs1mapULuGPBua9OhwRutfYVBbyL4LO2KOX0pFajU9PuAfeUErtsd7/wLNcW/f38zu+YM803zj1gMVr5/qV5dB7QrkxM8ORGJO+VELJN5tvxs3ms0jiev+dNHg0ex18z1hT6+1SpU4lZB76kx2OdKV85gLqtajFx7gSGvzfEbd+Hn7/frZ6jSiVRLsifFt3dA72Tu854LE+j1qoJWX2Q1KvOQNPhcBAVGkNSbHIhXVXh0qrVVPTx/CirVoAzOLySlsZDfy5kycnjXExOYtflSzy7+m+WnTrhdswXu7bz2/EjmGQZm8NBgtHIpM0b2B4R7rZvSfXK2jXMPXKQRJMJo2xjc/hFBi3+g0Sj+5eKVLOZ2YcOsPLs6WIJlK/JsHle5S1JzuBfEO5maRYLp68muMVINoeD/0LPZ//9y107mH3oAOlWKwpwKTWFCf/+w9zDB4nLcM+LvR2pZjOjV66g+/yfGbTkD9rP/ZFV584U6nvkZHiLlh47teo1ajpWq3FHxlBY+o3rjcHHvXqVt58Xzbu6P/n08fembkv3iRy1Vk23wR0AOL3nHJ6aBKbEp3rMjy5rRLBcQvw48Vc2/bYDq9mGOdOCMd3E/PcXs21JwQuG56R6gyq8v+h1lkT/zOwj0+n1RFfP+zWsygdL36BcsD9evgZ0Xjrq3VOb6Vs+RuVhkVTNJtXRaN1vRqZ0M7+8v4jhNcbzevcPeLzqs0xo8xZP1nmRiT0/Ijkuxe0YY7qJ/+ZuZu67v7N96R5s1ltVRShcb3ftgddNN1aDRsM7XZytlb/bH0KG1Yp8w93FJMt8tnO7S/MMs2xj0cnjHlM6ZuwLyXUMOy9F8OzqlQxbvphfjx7GdMvKEEUjPCWZ7ZciXGZpnfl+Nv44ccxl35j0dPr8Np/pu3fmNJFR7IK9fajs61vcwxCEIqXKZSZQndXZzWSz8duJo273J6vdzpe7d9BzwVze2rgOeyF96X3+31XsjbqM1W7HaLORZrEwafMGDsVcKZTz56ZtlWq80rEzOrUaH60OX62OAIOB+QOHoilli347P9KOXk90Q++lQ6vX4OVrwMvXwJS/385x1vmt+S/iU847u0mJwUdPhSqBjPl8BADlgj2v41CpJAy+pSefu6iINIwSwGq2su6XrW6zsmajhT8+X0HPxz0Hs3dCx/5tWBI9h8tnruDla6By7Yo57vvICw+w+scNyDYPtRyzcp9P7j7rsv30nnO80/dTZh+dnv2YJ+p8NK92fT/7i4OXr4FfP1zMdyFT8QvMW5BjtdjYs3I/MRfjqd+6Nm37tvIY4OdkcOOmaFUqvg7ZTXR6GrUCAninSw96160HOOsEe2qSYVccRKalUjfQWecyyWQip4+sqPTUHN//u30hzD50AJPsDJBPxsex7PRJ/ho2Ar2H2ZGidO7qVbRqFZabJmMtdjtHY2Nctn21ZyfJJiPFN598a/fVqVfmHykKdz9fnY62VapyMPqKy71Kr1YzpHFTwJkOocrhDmVXFOx2O/+GnqNOQCAvtO+Yr/e3yDKbwy8Sk5FOq0qVqejtw7HYWLenTWZZ5ufDB2n7ULV8XmH+Pd+2A0ObNGdfVCS+Oh1datQslTnakiQx8efxDH61P0c2ncA30Ieugzvg459zalmdFrVYeGEmGxZsI/JcNE06NqDnE12z+ys8/vZAfnhtPubM6+uUdF467n+qBzp96UpTKQoiWC4BMlONKJ6efwCJMcWfqqBWq6nT3P0Rzs0q167ItPWT+XrcD8RcjPcYNN/MLtuJuRhH6OGLNGzrDET/7+lZpCdlZv9MTBlmYiMSmD95UZ5K1sVGxPNq18mYMkxYjFb0XjqqNajC19um5Ktb4cMNG/NwQ/dHWla7nWSzyeMxssNBoOH6ewR7++Q4a9Es2PMXj6tGIz8c3OeSKmCWZSJSkll57gyPN2uR52soDLUDAjzOLGlVahoFBbls23YpvEQHygBBIldZKCOm9+3HY8sWkWGxYnXY0ahUNK4QxMsdOgNQycf3lk+AzLLMwmNH8hUsR6QkM2z5Ykw2Gavdjlalom5goMcv3QoQnZbm8TxFIcjb+65pSlWnec08fTZf41/Bj0cnDvD42oNj7yPucgLLp69GrVVjs8p0HdSBF74dU1jDLdVEsFwClAv2x9vPi1Sz62N2SYLGHRoU06gKplmXRvxyZgZpSek83+pNrl5JuuUxKrWKq1eSaNi2HqYME+cPhbl9eZCtMtuXheQpWP5qzCxS4lKyFzCaMsxcOh3Fwo+XMP7rpwt0XeDMtQ49dJF/o8JcUi1u1LVGLXx1Ov4+c5o1oWfx1uoY2KgpK86cdHnU6aXRMLFzN4/nOBxzBZ1a7ZZXa5JlNl0Mu+PBcuOgYJpXrMSxuFiXMWnVKp66qT5pbo9+S4ofD+6jSVBw9lOCGzkUhQyrFR+tVtRjFkq9an7+bB/9DNsiwolMS6VZcEU6VKue/WRFr9HwfNt2WU+xcp7cSDabeOHff2hUIYgRLVoRnMOajmteWbuGJJMJR9Z93OawE5qUiN3hHpprVSq61qzl8Twmm42Fx4/yz7kz6NRqRrZoxZAmzUrFfaa0kSSJp6c8wbA3BxJzMY6gauUpFyRKbF4jguUSQKVSMeGbp/nmuZ+yG4ZIkoTeW8e4qSOKeXQF41/ej5b3NmXbkj051oO8xmaRadguK3DJ5SaYlzQKU4aJU3vOZQfK19/DxubfdxY4WA4/eZn3H5pKRnImEaPqYm3ofhNRSxJDGjdh1MrlnIiLw5iVQuGl0dA4KJhT8XFYHQ68NVqGNm1G3YBAj+8VYPDy+KRBJUnFNis675EhfLRtM2vOn8WuKDQJCmZq775UvaFe8awDe0kyeZ5xL0lMssyza1bSvkpVXuzQiQCDF9X9/VkfdoGv9+wi3WrBoNEwvm0HxrfrIFI2hFJNq1bnWhbt5Q6dCfTy4scD+4nN9LyQy+5QWBcWypbwMGYfPsColq3pU7cebatUdfv9SDBmcj4pMTtQvsZit+On1SIrquzAXMIZsI9q5V7uzGa38/iKJVxISsxeL3E+MZHdkZf55oH+LvsqioJDUcQX3ELg7edFvVa1i3sYJY4IlkuI3iO6Uy7Inz8+XU5sRDyNOtRn9JTH8/WIpaQZ9fEw9q45hDnTcj1glkBSSSj2rLJ1PnoeGNMLvZeOVbPWEhMeT42GVbl89opLkK3Va+n95K3bcuaQzQI485g/HvIVGr2GB8fcR9v7W7rc6C8cDWfR1L+IOBVF/TZ1GDFpCLWaVMcu23m7zyekxDtzjJUMKzgUULl+SBg0WsJTkjkRfz1QBmdwduSG3F6jbOO340f568xp/hw6jBY3tVttV7Ua/noDRpvN5RGpTq3myRatbvkzKAq+Oh1f9+3Hl30ewO5woNdoOBwTzbub1mO02agXWJ6fDuVc+7MkOhATzdOr/kKnUiE7FJC4PhNmtTLzwF5UKonn23Yo5pHeWZIkRQDpgB2QFUVpV7wjEoqSJEk81bI1T7VszcHoK4xeuRyr3Y5dUbJLrV3ruGl1OMDh4OfDB/j9xFGaBVdk4aBHXdZROBxKjus00m02DGp19nkVnIH4hH//YfHQYRg013NjN168wMXkJJeFxSbZxvqwUEITE2lQoQKKojDn0AFmHz5AitlMzXLlmNy9J33qlp6ayULpIOWUK1sc2rVrpxw8eLC4hyEUopiLcfzx+QpO7DhNxZrBDJjQl9Mh59i98gC+Ad4MfuUh6raqxZu9Pka2yc4cY289slVGZ9Bis9jQ6rXUaFyN6Vs/dqsF7clr3SZzeu95lBtmlyVJQqVWOetN4gzS+z/TmwnfOPOxjm07xfsPf4HVZEVRFFRqFTqDlulbp5B2NY3PnvgGY5pz1tRUz4+Y5xqj6F0XhlT09qFrjZr8nY9SSFV9/dg55lm32ZmLyUmM/ecvrhqNqCQJu0Phk169GVpC2m3/cGAfsw7sxSzLJbbqRWHw1+s58tyLeZ5dliTpUGkPLrOC5XaKoly91b7inn33uZicxC9HDnEu8SpHY2M8LmS+Rq9W82yb9kzs7LoI/f7f5hOWfOsUvGsMGg2vd+zCs22vN794f8tGFp087nHfD3r0YnjzlszYu4c5h11TSAwaDT8PGETXGp5TO4Q7Ky0pnWXT/2HPqgP4lHN+5vd8vEuJeWKX13u2mFkWilSVupV4c94LLtt6PNrZJR1iXLPXyUy9Xq/XYrSg0alp3acF5SsHovfW0/PxLnkKlAHeXvASr3Z5H7PJijnDnBV0y9mBMjjbdq+Zs4kBEx6gesOqfP/S3OyKHQAOuwNzpoWfXv+VARP6ugTeXmHpBG6IIvnBGmgkFXovHXqNhl8HDWX56VOoJSnXD5gbpVjMnEu8SuMg126IdQPLs3XUOE4lxJNhtdKqUmW8tPlfkXwlLY15Rw5xIj6WpsEVGde6ba6NRPIiLiOD7/aHlIlaxRlWKxa77DLjJQilgclm49/Qc4SnJNMkKDjPba7rBpbns/vuB6DNnFmkmM057mux21lx5pRbsDzjwYcYvmIp6Vb3DrCemGWZlefOuATLVXz9PK7dUEsqgry8sdrt/HzkoFuutVmW+SZktwiWS4DMNCMvtH2HpNjk7OYn4Sd+5PyhMJ7/alQxjy5/RLBchpgyzfwzax3bluzB4KNnwIQH6PVE12L9hpcYk0zMxTi37bLVzr41h9EZtCiKwpqfNtCkUwM+X/MeOoMu13NWrVeZ38J/YMeyEGLD4wk7Fs6eVR5mvxSFQxuPU6VuJS6f8Vzn89zBC0zq8RryTV0MAzfHEHwijV7TBtPlvnvoVL0GGpWKYc2a8+fJY9jz0d45p6c7kiTRvGLBux6euZrAsGWLsNrt2BwOjsXFsuLMKRYNfdwt9SM/9kReRqNSlYlgOcjbG726zN0mFWCDJEkKMFtRlDk3vihJ0nPAcwA1a5beNLG7WVRaKoOX/IlJtmG02fDRapkesou/ho2gvFfe1z0Ma9qCBccOY8nld13OqpQjOxxkWC346w00Da7Ijqefof3cH7Nfv5WbA/lHmzbjx4P7XLZJOGeO761dhxSzyeOCQXDWhheK37pftpCSkJodKINzomrVzHU89sYAylf2vG6nJBLZ8LfB4XCQkpCK1VI8zSLyw2qx8VrXySycspQLR8I5uess3zz3E9+9OLdYxmMxWfhx4q+MbfIqthx+fnbZjinDjDnTgsVo4fSec/z2ybI8nd/grafv6J6M+ngYDdvVQ6NzD3jUGjXe/l6o1Cr03u7dkAB8A3wIrl6BIa/2d+mYpPfWU792FSaOfIhuNWtll4drWCGI97r2QK9W45tV+F6nVuf4i+ar09HoplnlwjJl2xYybbbsuqayw4HRZuOjrZtu67xeWm2OtVnvJgaNhne79igxjwvvoG6KorQB+gEvSpLU48YXFUWZoyhKO0VR2gUHF83/u0L+WWSZLeEXWXjsMCP/WkqSyYgxq5FRps1GTHo6X+zaka9zvt6pCx2r1cCg0Xj8jdep1TzUoBHf7t1D69kz6Th3Nu1//pHFJ49TzmCgXla9+Vvx0mgYcdN6jMq+fvw8YDAVvLzx1mrx0mioHRDIoqHD0KnVBBq8cizLWb98hXxdp1A0Dq4/ll204EZavYaz+y8Uw4gKrsxNmRSWLYt38dPrv5KRkomkUtFv3H2M/3q0xw52JcGOZSFEh8ViNV0PTM2ZFjb8upVhbz5ClboFn2m8Ju5SApHnoqnZuCoVawZjt9s5svkkseHOxiCN2tfPDjw+GvwVJ3acxmrO+xcNq9nGul+2Mm7qSBKiElk4ZSkH1x3Fr7wvQ197mL5P9/QY2PQe2YM/p/7t8ZxdBzmrHTwyoS+rZq3DckNjGJ1Bl12TctwXI2nRoylrftqAMd1Ez2FdeGBML5f/3gnxyUzesYXtcZFoJAmr3c7Qpk15r+u9vL9lI2tCz7nl9+pVas57SMMoDIdjoz1uPxYXi6IoBQ4Ce9auzd0eK1fz8+ODHr3oW690lW4sDIqiXMn6d7wkSX8DHYD8RVnCHXU0NoYxq1ZgkuUcn/jYHA7+PnuaNIuZsfe0pWP1W7d4vpZedi7xKtvCLzLzwF7sioJZlvHWaqns64tBo2bOof2Ys9432WxiyvYtXExOZnzb9ryxcZ1bZQwJ8NZqnTPDEtxft372egyLLPPN3j0sPXUCs12ma42ajGjRilrlAqgTEJh939Kq1bzUoSPf7Qtxy1l+I4eynMKdValWECq1yq0ilsOhUKFK6ZlVBhEsF8jhTcf53zM/unxjWjdvCzaLzOuzny/GkeXs4PqjLp15rlFrVJzcffa2gmWrxcYXI2awf+1htHrnorw2fVpy6XQkKQlpOGQHkkqiUYf6TP13EtFhcZzcecZjoKxSS+gMOo9jBWe95eT4VCa0eZuMlAzssoOrV5KY+co8Ik5HesyDqly7Im//+hLTx8xCpXHOREiSxJSVb2c3KRnz+XBSE9PZ/McOZKvzpi/bZDb9voMugzpQvUEVOvZvQ8f+bVzOfeVCDN+On8OxrSeJe7wuGW0qoOjUXPs/Y+XZM3SqXpMZ/R5mcvee9P7tFzJuaFsdmZ7GEyuWsOPpZ/HXe57dLihvrZY0i/vP0Uurva3ZUoNGy+hWrZl1YN+tdy5l1JJEk+CKrHx8ZJms5SpJkg+gUhQlPevPfYFPinlYQi6sdjtjVq0g1cPv+s0cisLGi2HsunyJSd17MjKP1XUaVQiiUYUghugct1kAACAASURBVLdoyaqzZ7iUmkLrylWpHRDAwMW/uzUistjtzD1yEAnnF0+zbOeqyblYuVO16ky/vx/H4mNJyMykfbXqNKpwvbnR8/+uYl9UZHbqx9aIcA7FRLP5qbFu963n2rTHT6dn1oG9JBiNNChfgfe796RDtep5ui6haA188UE2/b7DJVZSqVVUrBl0vVxsKSHSMArg989WuD1asJisbPxtO8b0kllnNqh6eTRa98UdkqQisNLtLfj6ZdKf7F93BKvZRmaqEavZxr7/DhMTHo8p3YzFZMWcaeFMyHn++GwFl05H5di/vmaT6kxb/wEN2tZ1e02tUdN5QDtWff8fxnQTdvn6LdqcaeGfWetIveq5E9S9j3VmadxcJv35Gh8ue4NlcXNpde/1yhIarYahrz2Ew359BsRhdxB+4jITe3zosRthWmI6L3eaxNEtJ7FrVGS0DULRuV6XSZb5ISuoPBBzBU9FlWx2O6vPn3XbfrtGNG+F4abW2Hq15rabmiw8doR5h0t3BQRPYbAEPH1PGxYPfbxMBspZKgG7JEk6BuwH/lUUZV0xj0nIxZ7Iy3leUHyNSZaZunM7Jlv+Ugj99QaeatWaES1acSk1hWHLF+fasVMBotLTkRUHI1u0om/d+jzSqAmBXl48UK8BverU5d/zZ3ljw1pWnDnFyfg49l+JcsmRdigKJpvMYg+VMSRJYkSLVuwe+zznX3qdf0eMoksNkUdfUtRpUYv3fn8Vv/K+ePka0Bm0NGxXjy/XTy516W1iZrkAYj0sSANQq1WkxKfmq6XyndL/mT6s/H6ty0I1SZLw8jPQunfz2zr3fz9vwmpy/fKgeFh4YTXbWDd/K1+sfR+7h0YlWr2WbkM60qxLI96a/yKvd/8Am1XGarJi8NHjG+DDM1+OZFL/qR7znLV6LWHHLtGmt+dgUKvToNVpMBstWE1WtLrrFQ5km8zEnh95bKBiyjSx/78jdBnY3mX72nmbMWdV0HB4qcmphlqCMROA6PR0rHb3oNsky0Slpno++AZxGRn8ceIopxISaFmxEiNatiLYO+dOWq916kJkWgqbLoahU2uw2mXurVWbt7vcul51TuwOB9/s3Z39yLW0knA2eVFLKlQqiYrePszo9zCtKlUu7qEVK0VRLgLFU8xbKBCjzZZrffmcqFUSZ68m0LpK1Vvua7LZiEpLo5KvL7MP7mf+scPYsmox50WK2cyfJ46hADsuRfDL0cO806U7L61djexQsDnsrA8LxU+nR+3hq6zFLnMsLja/lyiUAF0HdaDTw225fPYKPv5eVKxZOtc5iGC5ABq1r8/VK0luVQwkSSKoeslcWFC1XmU+WDKRL0fPRLbZcdgdVKwZxCcr30adh3JCOVEUJTtgzAvZKlO3ZS0atqvL2X0XXIJerV7Dw8/3BZw97xdemMm6+Vu5fCaKxh0a0PvJ7qydt5nwE5dzPHfFGp5//ucOXGBS/6nZM8Syzc6LM8bQ/5k+AISsPoQpw3OJJNkikxjtXjM09NBFbFmpJOp0GyqLjF3nWqlDAtpVqUZkaiqHY6I9frj4aLXcU6WKx/e+5uzVBIYtX4zVbsdqt7Mn8hLzjx3mr2EjqJvDIhqdWs33/QYQnZ5GWHISdQPKU83/9tqXplrMubbFLS0cgLdGw8sdOtGvfkNq+JcrdTMdggDQuXoNZEfOX16vNQC5mexwYHPY+X7/XuIzMuhWqxa969RzWTSnKArf7w9h9qEDSEhY7DIORSlQbfVrxxhlGxHJyby67l+Xe4nRZnPWbfdwj9Sr1TQKCnLbLpQOao26VDdYAxEsF8ioKcM4uME1B1jvo+epjx5Dpy/ceqyyTebs/guosnJ+byew7fhQW5bFzuXi8UvovfXUaOTeqjS/JEmiSccGnA45f8t9NVo13YY4u6F9vuY9fnx9AZt+34Fsk2nWpRGv/PAsWp2GVbPWkZaYzj29mvPYGwOQbTKXTkdx6XQU8979w+Psr1qjpkHbulRv6D5LYrXYeO/Bz0hPznTZ/sOr82nSsQF1WtQi6lw0DtnzA0VFUWjSqaHb9vpt6hKy+iBWsw1JgcpzzpHZsjzGZgFYq/qgizVR8Z/LXAr7f/bOMzyKsgvD95Rt6SEJJITeO0hvShOQJgIiYkEERLFgr1hRPxW7oihNpQoqCNKk9957J0AgpPdk28x8PxZWlp1NNhTr3tflZTLlnZklO3PmvOc8z3YeMMwit20Z1M5lQfrjYWSUJMqFhdOpctH1W6+tWk6e/Y/svU1RsCkK9835iWbx8XSvXpNbK1d1270WOBwsOHqYYxnp1I6OoXv1GtdFKzjMZMYgemuf/hMpcDi4kJd3zbrTAQL8lURaLLzY5hbGbFzn4XYHrrKrXjVrsvDoEY/AVBIE4kJCeXDeHBRVw64qzD1ykJpR0czoexcmWSbfbufNNSuYd+Sw3/Jv/mJXFd0xr2wEvIQsSoSbzIzfsY0W8eVoUCY28HIb4E8l4OB3lRzffYpJL8/g8NZjRMVFcs+ofnQceH07cHeu2Mc7d32CoiiggcFs4M05z1OvTS2/xyjMt7J8yhp2r9pPXNUy9Hy4C7GVSl/X8zy+6xTPtHsdh82B06EgG2RkowSCgKao2C6WUYRHhzF263tExIS799U0zeWYJ4rsWXOAV3u9j2J34rC7buyiJCDJrvIJm9WOqqi6JR6xVUrz9bYPCI0M8Vq36bftvH/fF1715KIk0vuxrgx8pR8vdHqLhANnda+vRrOqfLXlfa/l2Wk5DK45krzLgnAN0GSBwprhhJ7KRy10uFMqqkEkv14kKQ+4FBaMksSQRo15tFlLQoy+taNVTaP6l58Umc0Jkg00L1eOib36kJSbS5/Z0ylwuDRWgwwGwkwmfh1wL6WDvT+fkjJ26ya+3rblH1+KESQbeO2W9gyo1+C6jflvcPArCf+ke/a/nX0pycw+sI8LubmEmkxUjSzFbdWqU7VUFJN37WDMxnUoqoqiaVguSsEVXBFcm2WZF1rfTOvyFRjw849+NQ1eLSKC20a7KARcwb0gCG4ZzFIWC9/37ndNOvQBAoD/9+xAsPw3JTMlm0FVHvMqcbCEmpl59luCw4oXls9Jz+XRZi+SnZKDtcCGbJSRDRJv//YSIeHB5GTkUbNZVb/GKo6kU8nM+Wwhx3edonrjKvR9qgdBoRaWTllN4pEkaresTvsBrTFZ9BUfFEVhQNxDZKfllvjYoiRy1/O3uyXlFo5fxplD56jbpia3PdiBzQt28vmI8bplFrfefwunDyZyfPcpNEX/u/BTyiQiovXLF07tP8OIxs97NBsCiLKIgODhGgigygJnRzXCGWlCFkWOPv50sdenaRp1vv68SGMAcKlffN61B9P27WH9mQSPkg9JEOhatTpju/cq9nh6nM/NYcnxYyiaSqdKVfl6+xbmHD54VWP9XYgOCmLVoKEEF/GiUlICwXKAvyNH0tPoO2sGVqej2PC0QZlY8m02TtxgY49Is5lsm81nNrk4jJLEwoH3UzWgqRzgGgjYXf/DWTVzve5NRFNh3S9buO3BDsWOMf3dX0g/n4nzYpbWaXfitDt5qcvbGEwGREnE6VAY+t499B3Z45rON65yGR77fIjX8juf9i84O7r9pIfLT0kwGGU63nMzR7Yd5/lOb+F0OHHYnGxdvJNZY+bx7sJXvBz4AMwhZqo3rsK6X7b4DJQtwWYOrD9Mmzua667PvJCFKchEQY5n1tpnSYcsYrhQiDPSRJCf9tWCINCnVh3mHD5YZPlDgcPB4uNHvAJlAEXTWHHqhF/Hu5LZB/bxxuoVgCvL/cmmjdxRqxbBBgP5Jeym/7sQZbEwd8C91zVQDhDgr8apqpzPzSHCbPGQovx403q/AmVwmW3d6EAZINNqxSRJaJqrLKOk2BWFgXNmk221EmQwcE+9hjzZsrVflt4BApSUQLD8NyUnPddLYQLAaXeQm+5f9nXD3K3uQPlyFKeK4vwjYz35lZlUa1SZBrfUufoTvkYEAUrSNmIwGxBFEU1VeWD0ACrXq8Cw+s94ZI9tBXacdie/frGIe1/tx8z35mIvtKFprhrz6PhS7Ft7kCJbyUV8OgyCS1zd90Xh1VkjKCqOaDNmWebeev6LDrx6SwcSsrPYfSEJwKs28dLhwoxmVy2fzjWJQsmVIlPy83hj9Yorstoq844cJshgcHXil3jUvxazLPNI0+bEh15bs2OAAH8nfj64n3fXrcahqDg1la5Vq/N+py5owLrTCX59T00Xeyj2p6bc6NMFXL0XEr6bEIsjraAAgGybje/27CQhO5Ovut9+PU8xQAAgECz/bbmpY31++XSBlzmHZJBo1NEl9aYoikfDX+LR86Sdy6BKg4qERYX6tHC+EluBjV+/XHRNwbKiKAiCgOjDfrQoVFUlJyNXt3FPD6PZwEMfDkKWJVr0aExMuSjysvI5d9TbsU5xqmxesINfUifTsF0dFk5YTtq5DA5tPkbKmVQSj+i73Ln3dyg07uy7prXBLbV1u7eNFiOaqnkE2qos4KgegRQbTMdKVXiyZWu/rhdcJRYz+t7FkfQ0jqSl8vKKpV6qFBpQKyaGLlWqsfj4Ua+HT9sKJe9GXn7yhK7msENRuK1WHVYlnCLTWqgbvP8dMYgiEWYzd9W5Nq3pAAGuhc2JZ3l33WqOZaQTHRTE481aMqBu/atuWlt/5jRvrF7hcU9YeuIYiqpS6HSUqCHXpiNveSO5Xp0P1ot234k52ZQLCy9+hwABSkAgWP6b0qBdHRp2qMeeVfvdAbM52ETr3s1IOHCW13t/QNq5DCJjIxjwQm/Wz9nCsR0nkY0ydquD3o91pUylaM4cSvTreJnJxev86nEhIYVPh3/L7lX7EQSBVr2aMnLcQ0SW9u9m5bA7eKnrOxzdcVLXQ/5KTEEmBr7chzseu81juWyU8eXBbLK4ptrrta1Nvba1eaTx89j8kLszmA08+vmDhJUK9bmN0Wxk1IynePuuT9A0DYfNiSnISMueTejzZA++fHwiJ3YnYDDKtLq7Fa1e6EqtsrFXLeF2yUlr+r49bDt/zmv9tzu28VDjpiw+7q1Osi8lucQ2176yPRquLvx1Dz7ErqTzjNmwjv0pyRT+yQ/akhBmMtGnVh0eb9aS0OvslhgggL9sP3+OIfPnuF8wz+fm8vbaVeTYbAxv0sznfqeyMpm0czuH01KpXyaWYTc1dd9Hvt62xevl2aYoLD91Akog9aZqGgdT9H0E/ipKmnU+npERCJYDXHcCDX5/YxRFYeWM9Sz9YTWiJNJtSEcUp8qnD3/rEeyJoggCHplZURIRRVHXee5KRFkktmIMoihSv10dHhpzP6ERvs0uLlGYV8igak+Qk5bjLkeQZInYSjFMOvQZkiRxfNcp5ny+kAsJKTTuVJ/bH7vNI/ic+8VCJr0ywytQFkQBTdUIjgimcr3y5KTnEhETTr9netL6dv0Hymu9P2D7kl0e9ckmi5GBr/Tl3lH9AFd5y4D44brlKZIsEVkmnPDoUOrfUoeej3ShYm3/bFPTkzJZ/eMG8rLzadqlEXVa1XAHpQ67A0mWrirr7osG33zpISV3ORXDIzidneW1PMhgYFa/AdQtQQd5Sn4e7b6f6NVcaJZlfrnrHmpHuwTmVU1j8bGj/HLoAEl5uRzPSC+xq9jV4u/DVBZElt4/mEoRkTfuXAINfgGKYeAvs9hyzjuJEWI0suOhRzFcNlvoVFUu5OVyJjubh377FbviRNE0DKKIUZL5+a6B1IyKpv33EzmT453wMMsyoiBQ8A/tLQC4s3ZdBje8idFrV7EzKQntYsGer8bAFfcPoXLkjfuOB/h3EWjw+xcgSRKd729H5/vbuZfdX/Uxr6yoqqdXqah+lzWoTpXzJ1zZhMRjSfw+eSVf7xxD1QaVitxv9ayNWPOtHnW7ilMhIzmL7b/vwW518MGgL3BYHaiqxpGtx/ntm2V8s3OM22J72ZQ1uhllU5CJz9e/Q5UGFf26BoDnJo3gxc5vc+7EBQTBpUTRpGtDBrzQ23VtR8+zc8U+3c8LwBxiYtqpr0GARRNW8L+Bn2G32qndqgYx8VHElI+m3V2tdOXpouIi6fd0T91xL3cKvF6EGo0+g2W9QBlAQCixPnLp4BBeb9eR0WtWus0IJEFkeONm7kAZXG54PWrUpFJEBHf/Muu6BMqiINCsbDxtyldkf/IFKkREcCIjg3VnEjDJMhoQFxJK/zr1WJVwkp1JSQgCPq/Rqak8tug3Ft4z6JrPLUCAq+VoerrucqeqklFYSJkQ1/1l9oF9/G/9GhyK4jLruGxbh6riUO28vWYV0/r2p2nZeBJzc7wCSAEB5z9Y4lFE4OW27Yi0WPjxzrtxKAqFTidtJo8n3+F9/xOASIv5zz/RAP96AsHyP4zUs/o32qvCR0pOVTWe6/Amc9O/L3L304cSvWqqwaW6cfbwOWa+P9cjELZbHeSk5TDzvbk8+tmDAIi+Opc1DUkuWSY2PDqMcTvHcGjLMZITUqnaqBIVasWjqipjBo9lzU+bECXRZxrSmmfl7QGfIBtktizY4ZbtSzzqaqozmAyMf2EK7y95lTqtapbo3C7HbnOwbfEuslKyqX9LHSrUii/xGIMbNXHZTvuoFdb7p5VE4ap0SQfWa0Db8hVZcuIoTlWlc5VqVPMh1/TcsiV+KWQIgEHybW5ilCSCDAbe79SVihGepiGpBfnsvXCBmOBg6pcugyAIDG/SjDy7nQVHD/Pe+jXk+niROJmZwfncHMoGmvsC/EVUiogg80Kh13JREIi0WACXJfRba1YW65a5PclVijWyRSuWnjxOgcPhDpgtssxzrdtyOiuTnw7uv27Om5fuLQZRxKmqCLgcMW8Ekih4mJcYJIlt589h91HuZZZlgg3eCjc3yqQpwH+HQLD8DyO2SmnOXQzeSopkkIgqW4q0xHQkWaJ2y+rsXaOvlZuXmU/SqWTiKvsOrqo2qIQ5xIz1Cv1i2SATGhmM3eodNDkdCpsX7HAHy7cN6UjCgbNe2fLwmDAq6JRAJB49z8z357J9yW7ysvKRZInWdzRn+Jj7KBUbiSAI1GlZgzqXOe4tmbyKdT9v1lUXuRzFqbJ10U4QBLeN9eU4bA4cNgej+3/MjDPf+FVWkZ6UyY6lezAFmWje/SaSE1J5rsMbOGxOFEVB06DDgNY8M3EEGReyOHPoHPHVYilTMabIcYc0asy+5AssOHZEd70GmCUZq+LEIIpIosinXbt7TPGWhPLh4TzU2Hc9JUCWtZCTmd624JcIkmVUoElsWT6/rQelgoL4YfdO3lu/FlEQUDSXRUGViEgG1KtPv9p1CTN5Z4ligoLpVMXb8TDEaOTueg1oGBtHr5lTdadpRaHk2fUAAa4nT7dsw/AFv3q86FpkmSGNmrhlz77attmv4PZSYFghPIL5d9/HZ5s3svVcIqVDQni0aXO6VK2OqmlEWSx8umXTNZ23ADQqE8dd9eqxJiGBg6kplAsL5/HmLfhww3p2JV/dc6koVFVlzMa1fNi5GwAHU1MY9ttctznJ5VhkmQca3uR1jzuXk+Nl0vTRpvXXzaQpwH+DQLD8D2PYe/fy/n1fYLss8HM1t7lKIDRVw2AyoKkqgih4aBcbjDIfrXiD2MqlEQSBnSv2sXfNaJ/Hyk7NKTJYvqV/S757bSYOq8NtvmEwysRVKUPT2xqh6Ggbg8tY5dS+08TXKEu3oR3ZsmgHu1fux2F3YjQZkGSJN3953qsR7eCmI7zQefQVZRsOVs1cz57V+/nu8BeYdRRAfhv3u5e5iy8cNieiVHQDXF5WPqf2naFqw0oey/NzCjh7+BzR5aKILluK2R/N5/vXfkQySAgX0zGWULOX8cqanzZx7vgFjmw7gWyUURxOmnRpyKiZT/k0cZFEkY+7dGP16VM+yzHCzSb6Vq5LTHAQd9au53dTYY7NilGSSpx5kQTRZ+1wdFAQo25uT42oaI/yjQcaNaZHjVosOX4Uq9NJh0qVr9lkoHZ0DA83acaEndu9LHUjLRYqBuytA/yFtK1QkU+7dOfd9as5l5NDqNHE8CbNeKTpH1ru53Nzih3HLMsMatDI/XuliEg+u01fL3/XhQvXfN4arlmdt9aswq4oqJrGhbw8Hpw357rbYV9CARYfO0qb8hWpGR3DV9s2Y/PxEnFn7Xo828rbRXfUqmVkFha6S8MKHA5sTidvr13Fl92uzqQpwH+PQLD8D6Ntnxa8PP1JJr40naRTyZSuEM2Dbw8kqmwkE16cRkZSJjd1rMd9r/dnxrtzWD5tLYrDSZWGlXhy3EPEVfkj+G3Yvg4+JHkBqFxMvbDJYmLslvf45tkf2DhvO5Ik0v7uNgwfcx/B4cHUbV2T/esPeTTcCaLA6YOJPNn2VQQEhn90P6N/fZHDW4+zf90hIsqE07ZvCyzB3hnFzx+doFvfrCoquel5PNP+dTLOZxJVthQDX+5D2z4tADxeLPxB9WFQcgnFqXoE8pqmMeWt2cweMx9RFrEX2rCEWijMtaIqqod8nJ6LoDXfxv71h4E/NJ23Ld7Ft89NYeRXD/k8D4MkMapte15euVR3fabVypMtWxETVHyzJsC284m8vGIpZ7KzEYDOVarxv05dPMwNiiLUZKJ5fDm2JJ71qFk2STL31W9E75q1dfeLDgrivsse+lang/TCQmKCgq/aYODRpi1YeeokZ3OyKXA4MEkSkijyWdceVy3PFSDA9aJrtep0rVYdu6JgEEWvv8kmcfEk5R3RnR0JMRixqwpdq1bnseYtiz3W3MMH2Zx49rqcd1Jersd3+2rMREpKgdPJqyuXY7vY3KhHiNFIvzp1ka6Y7VM1jQ1nTuuaNC0/efKGnXOAfx8BNYx/AfvXH+Ll7v9DdSo47E5kg0Sr25sxauZTaJqG4lQxmvSzhDPfn8vkV2Z4LW8/oDWjZhZvxVwUWanZvNrzPRIOnEU2yBTkFCIIgkeDnSnIxOh5L3JTx3oc3XESa76VWs2rkXImjV/HLub88Qs06lCPLoPbM6DscLSiTEAuwxxkYsh799Dnie788OYsZo+Z510WcpVK+MERwcxJm+wuw1gxfR2fPfKtbv32tWAwyiwomF5suUfziePc4vwe+4siW4eNINRkYuu5RM7mZFMvpjS1Y0p7bXs6K4seM6ZQ4HRctr9EwzJlmN1/oN/nnJKfx4CfZ5FWkO9+0DctG8+EXn2KDXxVTeODDWuZunc3Aq6SicebtWR4k2ZXFeDaFYXfTxxja2IiZcNCubN2PWKC/XtxuFoCahgBrgensjK5feZUCp1Ojxrk4Y2b0TQ+nqqRpYgN8S1peTl9Zk1nT/K1Z5ZFXDNaeiUQfzUmSWLz0EcIN3smWQ6mptD7x2m6QXaQwcD+ESP/rFMM8DcloIbxH0FxKrzR90OPumGHzcnanzdRr01N+ozs4WFcciUDX+qDKcjAxBen43QoiKLArYPa89Q43xlNf4mICWfslvdJOHCWk3sS+GjoOC83PFuBjSlvzuKTYePISc91lY7YnWiqhqaqKE6VvWsOMuezhchGWbeWWA9rgY3vRs2kx/DO9H/2dtb9vJnk06lY823IRhlZlhjy3j18++wUdwmJv4z8aqhHADtrzK/XPVAGcNidKE4F0eg7WNY0jQcbNubLbZs9aiAlQaBxXFlXBmra91zIy3XLLbWIL8e3Pe/wCF6/373TK0vkUBUOpKZwND2NGlHRfp1z6eAQVgwawsazZziXk03d0mX8bir8cssmpu3d7XEdX2zdRITFwoC6JTcRMUoSvWrUoleNWiXeN0CAv5LKEZHMu/s+Pt28ge3nz1PmshrkklJ4lbJx8SGhpBcWYL1Y46+ir7z0V2ORZe6u18AjUC50OBj221y34+mVGESRntWvvkk7wH+PQLD8D+fw1uMU5Hh3VqPB92/Mos9I/Rq2y+k7sie3j7iNjKRMwqLDdOt+r4VKdcvjsDkwmGRd6+hDm4+hqarPchC71UHGhSwiy4STpxUUaT99JckJKZSvGc/XO8awZtZGdi7fS5lKMXQf1onSFWKY9NJ038Gynl21KLB3zUE6DrwZp8PJ4a3HSTvnu6ntSkRJRDJIoGo47E4EQdB1AARXLbov2bnUgnxeX7WcFadOoqoqkZYgNA1EwZWRjbIE8WnX7jy/bAmnszJxXnaMLecS+Wb7Vka2aOVedjwzQ7fuUBZFzuZk+x0sg+v4bSv4L/kHriB+0q4dXk1NhU4nX23dfFXBcoAA/2SqRJa6LjW1vWrUYuy2zV5a6UVhkQ282b4jzy1b4g6W/46YZZmnWrZm6E2eicEPNqxlZ9J5r2sWEbAYZMqFhfPKze0IEMBfAsHyPxxN01B8GI8U5BSSk5FbpAPdJWSDTOkKngoMmSnZnDmUSGyl0rrqDAc3H2X6O7+QeOQcNZpW5b7X7qRinfK645evFa+r+3xJHs6f6orM5Gyi40uRnpQJUGxJhtOhEHHRSdBoMtB5UDs6D/K8QZarWZYTuxP0B9AZXlM1Ni/YwbKpa/jysYkgUKzKxuUIAlRtUJFm3W8iMymLncv3ujWur6Rh+zpomsaWhTuZP24JBTlW2t3Vis5D2tPvpxlcyM11B8FZ1kLCTWaebtmaihGRtC5fgUKHg01nz3gEyuCyhf3xwF6PYLlZ2Xi2n0/0erjYFYVa0UUrc1wP7IrTowTkclJ1SkwCBAjgiaKq5NhshJlMHrW7gxs1ZsGxI+76fX8QBfho4waybdd/xux60rtmbV2Vnp8PHdB9OZBEga973E6b8hURA70LAUpAIFj+h1O7RXV8Fd+Koui3McnlqKrKl49P4vfvV2E0GXDYHDS+tQGjfnzanXXesmgnb9/1sbvh7sKpFDYv2MEna0ZTvXEVrzHNQSYefHcg370y061MIckSkizqSsz54lIWV5SEIsuNDWYDN/dtoWsgcjnD3r+PN+74YijrhgAAIABJREFUoETnkJ2Wy5gHxvq9/eUoTpWEg4k8+M5AGt/agOXT1vLx0K89miABEOCZCSOYPGoGv3652F3mcXzXSaau2ERm1xiPIFjRNGyKk1CTyZ3VLapD3X5FNv3e+g35Yc9OHIqKevGTNcsy3arVIF5Hk9jqdLDw2FEOpqRQPSqKXjVqEWz01jf1F5MkExcSyjkdFYDa0f5ntQME+K+haRoTdm53KUUoCiZJ4vFmLRnWuCmCIBBsNPLrgHtZfPwoa08nsCPpPEl5uUXeH5yqyukcfXOjvxNbzuk3LvpSzFA0jbblKwaafAOUmOvnvxvgL0GSJdr2a6G7rmKdckTEhJd4zLmfL2TZlDU4rA7yswuwWx3sXL6XsU9MAlw357GPT/JQplBVDWu+jfEvTPU5bt+RPXh19jM0uKUO8TXi6Daso6sk4SooTrHCaXeyZ/UB1s3ZUuR2Tbs05Onxj5To2HpW2eCyDTeaDYiigDnYhCTrX5s138rBTUcB6HTvzXR5sAOyQUIQBQTB1fT44Yo3ECWROZ8t9KiHthXYOe8o0K1DzHc4OJHxR0lIuNlMlchS3ucpCFSKiCQ5L8+9LCooiPl330+PGjUJN5kpGxrKky1aM+bWrl77p+Tn0XHKZN5YvYLv9uzk7bWraf/DRM5me9vt+osgCLx2S3vMsuf7u1mWeTkwXRoggE+m7dvN51s2kmu3Y1cUcu12Ptuyken79ri3EQWBQoeDxJxsYkNC6FG9JmFGEyKuVMslXJKRMi3iy/s0PPo7kZijL7HXslx5rgyHBaBFfLlAoBzgqghklv9kFKdCdloOoaVCrpsN8rMTR3Bq72mSE1LdWsUGs4GXpz9Z4rEK8wqZ/dFvXiYhdquDlTPX8+S4h3DanaQmpunuf3jLsSLHb9G9MS26Nwbg2M6TrJi+rsTn6A+aqpF+PpMPBn1BUOgLpJxJY8OvW4koHU6vEV2p2fQPU4vQUtdHmF6WJYZ/OIgmXRpy9vA5Th88y4x353jJxZmDTESVjQRcQeLT3zzM3S/cwYGNRygVG0HDDnWRJInVsza4XiauyHqLZ3KQnGVRdb69Px7YR9nQUO6qWx9BEPiw823cM2c2DkVxT0uqmsaB1GTafT+Bexs04q669akZFU18WBif+9BpvZx31q4mNT/f3WFe6HRgU5y8snIpU/v097lfvt1Ocn4ecSGhWAzef/tdqlZnYq8+fLZ5IwnZmdSKjuHZlm1oGBtX7DkFCPBf5Ystm3Rr/cdu28x9DRqhahpD5s9hZ9L5y7Y7hywIyJJEudAw+tepR77DTpjJTK8atZi6dxcbz572KuH6uxFmNGF1Orw04d9q34m+s2dgczrd2XajJPNW+05/0ZkG+KcTCJb/ROZ+uYgf3piFw+pAlET6PtWDB94a4JcTXFEEhwUxYd8nbJq/nUNbjhJXJZaOA9sQHO6/TJaiKIx/bgoLvl2O3apfg6s6VexWB+Zgk8s8w+m9XXiM/zbCllCLh2nKjcBWYOetfh+haa7MtyAKrJ61gRGfDqbHQ50BiK3kX02u0WLEYXP4rJUWBIGG7etSrnoc5arH0ahDXWZ9MM9rO1ESuaV/K49lcVXKeGhgA4RFhYJXfgRCjuZgU0XyRLxknFIL8hm9dhVnsrN5vs3N1CtdhhWDhjBhxzYm79rhtqW9FDh/t3snM/fvpVpkKSb17uuXJvOKUye8pJhUTWNT4lkUVfXSOlVUlffWr2H6vr3IooCiaQxp1JhnW7X1yvK0Ll+B1uUrFHsOAQIEgAK7nfRCnQZvcMtJbjh7ml0XkrwCaqemgaJwOjuLg2kpfH5bTxYfP0r/n2f6zNj+FYgIxIeFkZyXi/2K+12GtZBG33zFtL79aVo23r28SmQplt8/hBn79nAgNZm6MWUYWL+B35rzAQJcyQ0vwxAEIUEQhH2CIOwWBOE/K8i5bOoaJr08g/wsV1mDNd/GL58uZPo7v1yX8WWDzM39WjJ8zCB6PdKlRIEywJS3fmLhBN+BMkBs5dIEhwUhSRI9H+6MyeJZo2oKMjHghd5+H7Nc9ThE6Rr+BAVX4GkKMmIONvmcXivMt7pLGTRVw1ZgZ9xT31OY53rIVKxTnqBwi8/DiKKAbJR59LMHKRWn7/4miAIdBrYlpnwUx3efIicjF4PJwFtznyeyzB+lMIIgIIoiZw+fK/byGnaoS1ComSsvyyjLTL61Fz2q10TSueZCp5PJu3eQc7E5JyYomOigYK8g9hJWp5PDaak8tui3Ys8JXE59eoiCoPtvMHbbZmbu34tNcZLvcGB1Ovlu904m79rh1/ECBPgvkVZQwIGUZL+a8V5dtdznukoRrtmrTWfPFjmWomn8dvQIN383gad/X/S3CpQNoshX3Xux+oGhvNS2HcE6rqJ2VeHeObNRrgiko4OCGNmiFd/2vIORLfw3ZwoQQI8/q2a5g6Zpjf5LYv1XMu3tn71KG2wFNn7++Le/XLtS0zTmfr5Q1x3vcu55pa/752Hv30eHgW0xmg0EhVkwWYz0e6oHPR/uUuRx9qw5wKRRM/jp4/mknc8gorR/wvp6CIKAwSijOFX6P3s7RouPshadRLBkkNi/4QgASaeScVh9Z7hVVUNVVHav3MfT3zysexyDUcZhd3BX7DCeavsqd5YeSo+ge3m+82gyk/+o5dU0jbysfF7q+g62wqI7zSVJYsxylz25OcRMUJgFS6iZ5yY/SsNG1fika3eq6tQkg8vdLyEr0/27oqlFNkQ6NY19yRdIys0tYisXvWrW8jIYkUWRWytX9eow1zSNybt26k4Tj9/5n313DvAfRVFVn411VqeDxxf9RtvvxjNwzmyaTviasVs3+ZSWPJKexq9HDvk81nOt2gAQZbFg8sMJ81xuDnY/ZeKCDAYeaHiTX9v6iwB0qlyF2lHRxAQF075iZX6+6x66VquOIAgMbtSY+DD9mUuHqvLr4YNeywscDqbv3c0jC+bx9ppVnMz0X+YzQIDLCZRh/Emkn9f/kloLrNgK7br2zn8WTofTL1ONnz7+jS4PtAdcmexnJ45g+If3k5aYTmzl0lhCfGdnVVVldP+P2bF0D9Z8GwaTgcmvzED105Hvci5pE2uq5raynv3RfPo93dOrIU4UBd1jFOQUMqrH/7ipY30a31ofSRZxFPERqIrK1sW7GDXzabo/1Jl5Xy72eIjZrQ5WTPOsv9aKCE9VVWXrol3c3K9ou9oKteL54dhYTuxOoDDPSs1mVTGa/8joV4yI5FhGuteRHIpC3GUOX52rVOOLLZtx4vvFTBZFsm1W4kL1X2Dy7HZybFaeb92WvckXSMjKxKmqyKJI6eAQ3u5wq/d1ahq5dv0PNtOqP30cIMC/jdT8fF5ZuYw1p0+haRoty5XnvU5dKBf2x6zTqJUu3XS7oriD1nHbt1IuLII7anlbxX+9rejm5XfWreZMdja9atbik80brvkaQoxGNA0ax5XlpTY3k1ZQwA97dl3zuJewGAx0qVqd/nXqeSw/lZVJQlYm1UtFkVHEPeP4FYFwjs1K7x+nk5KfR6HTiSwIzDywl6+73077SpWv23kH+G/wZwTLGrBUEAQN+FbTtPGXrxQEYTgwHKBChX9vrWLl+hV1m99URePFzqMZ+dVDVLvpr/kC52cXYAm1UJBdtJ7t+eNJpJxNo3T5aFIT09m6aCcGk4FWtzctMlAGWPfzZnegDJTIWORK9DItoihQtmosj3wymFlj5pGdmu22zU48qu/ipKkau1fu48i243jVOuggShKKU2HRhOU+sz3+oiquDLM/CIJAfPVYFk9ayQ9vzCKyTDi9H+9GvTa1eLRpc9adSfDoXDdJEh0rV/Gwdq5WKooRTZvxzY5tPrvcJVHUzVQXOhy8snIZi48fRRQEgmQDr9/SgZjgYI6kp1E5IpK2FSrqlnlIokiVyFK6GZ3af4J+c4AAfzVOVeXOn2aSlJvjbpjblHiWPrNmsHbwMCwGAwUOBwuPHfHK7BY6nXyzY4tusHwwNaXI457PzeWzLRs5kJrChF59eGLxb1idTq9ZHn8Ikg2MufU2bqtWneS8PO6b+xNJebk+REuvDgG47TKHwkKHgxEL57P1fCIGUcKuOIkw+04q3VKhksfvE3duJykv1/2ZOjUNp9PJ88uWsHnowz7L0gIE0OPP+Gtpq2laY6Ab8JggCLdcvlLTtPGapjXVNK1pTMy/9+E5fMz9XjW+lzi0+RjPtHudCwlF3/yuJCcjlzU/bWLTb9uLrDUuiszkLIbVfdrDLtsngoCqqMz+aD6DazzBuGe+58snJjGw3MNsnLetyF2XTllzQyyhL6EqKosnr+TrJyeTejaNoLAgmnZtVKy7nqpqrppmf64fjQ3ztuG4ys/6chw2ByGlQtx100VRmFfIY81eYvIrM9iz+gBrZm/kpa7vMH/c7zSMjePLbj2JCwnFKEkYJYnba9bi4y7dvMYZ2aI1cwfcy0M3NSHEaMQouqZmRUHALMu80+FWDDrTtc8uXcyS40exKwpWp5MMayEvrVyKJIoMbtSYdpUqF/ngeaNdBw9JOAGXJNyrt7Qv/oMKEOAfzpqEU2QUFngoS6iaRqHTwYJjrlKwXJtNp5XXRboPU56aUdE+97mE1elk6YljxIeGsWXYCGb0vYtHmjRD9tF34IsCp4Pfjh6i0OHgsUXzScjKpMDhuOpA2SCKBBkMhBiNBBuMlLJY+P6OfoSa/nCPfWvNSjaePY3V6STXbsOmKGTkF+hec9nQUFqW8zTEWnTxnnUlhU4HJzMzvZYHCFAUNzyzrGnauYv/TxEEYS7QHFh7o4/7d6P+zbUZs/x1xj39PYe3Hvda77A5mfv5IkZ8Otiv8RZOWMbXT36HbJDdggmj571Iw3Z1/T6nTb9t5+0Bn+Dw05CjdPko8rMLmPLGLC8Tj//d8xk/nhtPSIR+E8Ulp74bhcPm4Oi2E+6MdVpiOpNenu5Xxlh1+lczbrc6WD9ns09b7pKgKiqj+30EQPXGVXhp2kgq1IrX3XbBt8tIPpPmdgrUNFe9+/jnptD5/lvoVLkqHStVIaOwkBCjEZPs+2tdMyqal9q2Y1DDxsw5fID1Z05TNjSMITc1oX7pMl7bpxcUsDLhpNdDx+p08tW2LTSPL1fstd5coRLT+/Tn862bOJ6RTu3oGEa2aK17vAAB/m2cysrUDdoKHA5OXtRFjwkOJtRkwnZFYCwKAs3K6n/HHmvWglUJJ4vNFNsVhdFrV/JR5240jI2jQZlYrE6FqXt3eanaFMXKUycZuWQhB1JTSrSfHmZZZvPQRziQmoIkCDQoE+vxwm1XFH46uN+7vAyNINlAqSAL53JyEASBlvHl+aJbD6/m4hCDfnJKUTWCrpNsa4D/Djc0ghEEIVgQhNBLPwNdgP038ph/Z+q0qsmgN+8iODzIa53T4eTYrpN+jXP64FnGPfU9dquDgtxCCnJc/73W630K8/3JkELisSTeHfipz0BZEAWMZtcNxRRkJCjMwqiZT7Ny+jocOqYcoiSyeYFvdYPbhnTEHGzyuf5aMFqMIAhepR2KU0W50hnvWtA0IkqHI8rXV9T+2M6TPNX2VfKz9csyNs7bpmupLYgCR7adcP0sCEQFBRUZKIMry9Xuh4l0mDKJr7ZuoZTZQv3SZcgsLETVeQCm5Oe5M9BXcjrL/+zMTXFl+b53P9Y/OJwJvfoEAuUA/xlqRkV7NcSCq0mu9sXZVFEQeLNdRyyXfX8lQSDIYOC51m11x60dU5rvevdzlzMZRFH3ga4B604n0OvHqexMOk+mtZDX23Vg7eBh9KheA4Of5Qg2RWHt6VM+baLDTWbmDbiX8T17Y5FlXaUecOV2nmrRGovBQNOy8dwUV9ZrZmrJ8aM+s9YFTgdrBz/ErocfZ98jTzCtb39KWbyfqQ80bOzxeYLrM60ZFaXrShogQFHc6DKMMsB6QRD2AFuBhZqmLbnBx/Rg/4bDvHTbO9xbaQSv3/EBx3ed+jMP70X5WvG69bqyUaZGE2+baD2W/rBaN2BFENi6yL+Gi0UTlnlbLF+GpmqElgql12NdefjDQUxPGEe1myrjsDt1dYY1TfPpbAfQqldTOg5si9FixGCUMQebMYeY6T6sE8HhQUiySHh0KOaQkgXUtVvV4Olvh9+wQNyNAOVqlKXvkz0QSziF6Q/2Qjsrpq/XXWcw6QfA1nwblhD/G0P3JF9gxKL5JObk4FRV7KrC7yeP87/1a3hs0Xw6T/3Orc16iUoRkTgU/X/XLKvVS64pQIAAnrSpUJFyYeEYLnvplEWRSLOFrpfV6HavXpPv7+hHh0qVqRIRSb/adVkw8H5dF85LNI8vx8J7BnHiiWdYMWgIJh1pNXDV657PzeXeObNpM3k8T/++iFKWIL7s1ovdDz9O75q1/FLMkEXR5wt5ts3KwwvmUb90GX6/bzB31KqtGzAbRJF+dYqeAV128kSR61ML8gkzmVA1jSPpaeTYvJNEd9SqTd/adTFJEsEGI8EGA+XCwvm6x+1Fjh0ggB43tAxD07STQMMbeYyi2Lp4F6Pv/MitmJB6No2dy/cxZtlr1GlV8y85p9hKpWnRozFbF+1ynxeAwWSg75Oe7mmqqnJ0+wlshXZqt6juVkEoyC1EVbyDFE1VvdzifJGWmFFs1jUzOYs9qw7wxBdD3VNcN/dryaKJy71k5pxOhWbdfEsJCYLA0+Mf4Y6R3dm5bC/BEcHc3Lc5weHBPPnNcOxWByaLkWH1n+HMwUS/rkGSRd5f8iqCAJ8+PL74HXBpRaeeTUdxlizjbDDK3DqoHdlpuVSqV+G6v3TZCu2cO67fiOhLM1sQBbLTipd6y8vKZ+3Pm/lh4xa0aCeU8xxP1TTyHQ7O5mTzxOLfKBsaxvncHNpXrEzvmrUxSBI2naDYoaqsO3M60FkeIEARiILArDvv5v31a1hw7AiqptGlSjVeubm9V+DZrGw5mt1efGnTlQiCQLmwcKb06cejC+eT6qPO+ZIZ0bwjh1h3JoEvbutJ6/IVeKhxM5adOAEUfV+URZEhjRrzyeaNuusv5OfR/ofJKJqKonrLVZokiZfbtiPMVPRLfphJv4QCXMG21eHggw1r+WHPLmRBxKEq9K1dl7fad0K+mKUWBIG3O9zKI02bs+dCEjHBwTSNiw/YXQe4Kv7V0nFjR07yCEgv1Xp++9wUPt/w7p96LnarncSjSUSWCefl6U/y/euzWDh+GdY8K3Xb1OLxL4ZQusIfDY4n9iTwas/3yM8uQBBdUmnPTXqUW+5sRevezVk+dR3WK0ouVEWlaZcGfp1Ps243sem37UU23amKSsrpVE7sSaBaI1dAVKNpFYxmg1ewXKdlDaLiIn2OlZORS+rZdOKqlKHf0z091omiiDnIlRlu178Vsz741asm+nIEUUA2yLz+07MEhbpUOPo/14tfPllQ5PWElgph7Jb3uKfCIyUOlhVFZepbP6Gp6jUrYehhMMnUaFLVxzr9bJHJYixWUWPPmgO82vM9AKxWO2VFgbxGpUi9p6pXPbdTVdlyLtHd4b7nwgXGbd/q09DAoSocTU8LBMsBAhRDmMnE/zp14X+dfOvQXw+axMXzxW09GTp/DgXF1DJnFBYydP4cxve8gzfXrKTAWXTvikWWebZVW8Zu21zkdjYfM1GSINCrRi0G+aHPPKBuA2YfOICieb+kxwQFs+zkCabs2eWh7DP38EHCTCZebOOhIUB8aFig7CLANfOv1U5x2B1cOKWvLvFnl2L8OnYx/UoP5embX+PeSo/yVr+PuHdUP37N+IEl9ll8vOotKtev6N7eYXfw/K1vkXYug8I8KwU5hRTmWvlg0JckHkuiaZeGNOnSAPPFKXhBEDAFmbhnVD+i46P8Oqd2d7WmbLVYV71vEUiyRHbqH45Oq2dt1LWoPrT5GCln07yWO+wOPnzwK+6Of5hn2r3OXbHDmPTKdJ8B553P9HKZcBRRVmEKMjHj7De07NnEveyBNwfw6GcPUrZarG7mQBQFmnZtSHh0GPe93h9TUMnKNlSnSmFuIdZ8W7HmLVeDw+5kxcx1jGjyAp+PGE/SqWT3urLVYhFE72tSFZUG7er4HNPpcPJm3w+x5ttcLxGKhuhQCdmTQfBe3/XGl/5lrIqrC91XoYXsQ2ouQIAAfy6aprE58Sxfb9vCmZxsooODfdYMX45NURi9dhVJeUXPUJkkma+7306YyUSe/eruf4qmsfSkd3O7Hg3KxPJsy9Y65yHxSdfuTNy53aux0ep0MnXvbt3eiwABrpV/bWZZNsiYg00U5nqXJYRH/3lvmVsW7mDiS9M93Pt2Lt/Le/d9wdvzXtTfZ9Eu8jO9M4YOm4PfJ69k6Hv38vpPz7Jl4U7WzN6IKchE1wc7UKdlDb/Py2gy8Nn6d/ht3O+snrWR3Mw80hIzvOqOHTYHNZtVc/++dfEu3eytbJQ4sOEIpe+O9lg+4YVprJ69EYfN4a7V/vH9X/n1y8U8MHoA/Z7q6RHcBoVaGLdjDKt+3MDnI8brBuaq4ipPObL1OOZgM+0HtCamXBTdhnai29BO7Fyxj9d7f4DD5kBVVGSjhCXEwpB37wFg4Et9qNW8Gu/c/Sk5fpQx/ClosO1ivfmpfWdYMWM9X2x8l6yUbH7+aL5XnbhslLjzuduJLus7WD2w8YhuuY5oVwndkkJ+w+ID3aIeOxFmM+0CWeUAAf5SbE4nQ+bPYU/yBaxOJ2ZZRhQEakXHcDQ9DUcxfQVnsrOK7MMwyzKfdu1Ou0qVeW3lcp867f6gN0u19MQxJu3aQa7NRtdq1XmwUWPCTGYeadaCO2rX5qttWzmZmUGjMnHc26AhZUPDfBoaWZ1OHIpSbKNzgAAl5V/7FyUIAn1GdueXTxd4ZAJNQSYGvNj7hh//3PEkfnxvLqtmbfDKRDpsTnYs3UNWajYRMeFe++5esU/XdU7TYOP8bRzdcZK4KqXpM7I7L00dWeJz0zSNhROWM/Wtn8i8kEVsldIMHn03P7w+i/TzGe4SCHOwK1t9uRxcdHwpJFnSLWOIKO35EnLJwENPycGab+PbZ6ewZvZG3p7/ksfnYDQb6Tq4A3O/WMSJ3Qle+zrtTt7q9yFOmxPJIPH96z/y/ORHaT/AZe/auFN9np30CJ8/MoGCnEJURaNinXIe5Qw3daxPv6d6MP2dX4os+fgrUJwK1rxCxj8/layUbI9SoksEhwUx+K0BRY6j14h5CbEEyRcRvLLLwQYD8wbc664PDBAgwF/D1L272XUhyR3EXgpICxwOPurcjReWL3HXKusRGxKKSZY4kZHh9XIcaTYzusOt2JxOHl7wK+dzczGKEnb16lSGGseWdf+saRr3z/2ZjYln3MuOZaTzy6EDLBw4iFCTidiQMF1n0PqlY9medM5recXwiECgHOCG8K9+0g168y66De2E0WzEEmLGFGSi/3O9uP3R267L+LmZeUx8eRqDazzBiCYvsOS7Vaiqyql9pxnR+AWWTlnjc8peNniWN1xOXhFOeolHk9i5fC+LJ63kseYvsXVxye1G5321hG+f+YGMpEw0TSPpRDKfDv+GIe8O5J5R/YirUobQqBDKVIghJDwI+2XqHY061PMaTxAEQsKDvUoC7FZ7kYobAIe3HOfRpi/qmnPc++qdXmUioiSCAPZCB6qq4bA5sRfa+XDI1+TnuD63tPMZfPrQt+RnF6BpGqqisn/9Ye6r/ChTR//k3q7nI12QjX/PG6umwe7V+0nYf0Z3fW5mfrEuiLYCm+4sgDnYxMNP9sHsR/e7RTbQo0ZNjJJEiNFIkCxTPjSMhfcMIiY4xL+LCRAgwA3j54P7dbO9SXm5bEo8U2SgbJFlRrZoxZfdehFuMhNkMLgl61rEl2Pd4If4cf9eXl6xjGUnT3AgNeWqA2WA127p4P758y2bPAJlcJVqXMjNZdaBfUWOM+qW9lguZtDhD6OjN9p1vOpzCxCgKP6ekcJ1QpIkHvt8CEPeHUj6+Uyiy0W5G8mulcJ8K481e4m0c+nuUoGvRk7i0KYjJJ9JK1aVQhAF4qrG6q4rX7MsoiTqTqFfWqYqKrYCOx8P+5qZZ79F9DPDp6oqU96cjbXAM4iyFdiZ8b851G1Ti8zkLKz5NnLT8/jyiUmMf2Eq973en4wLWSz8ZqlHvbFkkChbNZa357+IdEXwZQ42E1MuqlhnwuzUHJ5p9waFeYVElS1FmYoxlIqLpGH7Ol61zXqfCbhqq3cs3cMtd7Zi8cQVukG60+5k+ju/sHLmesbtGENQqOVv3RldVDAsiAIfDR1Hj4dupWF7bxmmtT9vYszgsV6fl9FsoGnXRtw77DbWLrSz8expd+2fUZIQcHXvy6KIXVF4qHFTnmrZmozCAnZdSKKU2UKj2Li/9ecWIMB/ieJKpUySpBswB8kGXmhzM/1qu+4f64cM5/fjx7iQn0v1yCj2pyZz+6xpnM7K8jIhEcBjVqm4Ug9wqVjEhrhesDVNY9Ku7brbOTWNVQknGda4qc+xGpaJ5Ze77mHs1s3sT02mWmQUTzRvScPYuGLPI0CAq+FfHSxfwhJioVwNy3Udc/mUNWRcyPSoqbXm21g2bS2SVHTgagoyMfzD+zH6UDno8kB7Zr4316PO2Rf52YUkn04lrrJ/Jg/WfBsFOfr1XueOX+DcsSSPsgRN1bDm2/hu1AxUVfOa2hdFgU/XjtatAxcEgSe+GuYh36eH3epwN12eO3bBta8o8NNH8/26JtexQLh48z6597TPQFNxKiQePc+czxbQpk8Ln8H3jSa2cmksIWbyswsICjVz7kSyt0FMEU9BxaGwauZ6Ns7bRv/nbueBN+/6YzdNY9zT3+vOasTXiOP1n55FEATG9bidaXt38+P+vThUldtr1mJooyZsSjzLqoSTVAiPoG9t12xBKUsQnSrrq3UECBDgr6Nf7bp8tmWjV3a5THAIgxs25oc93rOPIUZV2+0qAAAgAElEQVQjG4c8TIjxj5m7IIOBPrXrkFqQT88ZU8mxWX1mpYMMBl5sczO9atSm7XcTcKjFN/1Joug+nk1xFuk8GBcSWux4taJjGNu9V7HbBQhwPfhXl2HcSHYs36sbjBgMMiZfChMCNGxfl7fmPk+Phzr7HDumXBSjf32B8OhQLCFmzMEmZIP+lLmqKG75NH8wB5sIDtffPiwq1Kc9tOJUdWtgZYPsLgVRnApbFu5g0cQVJBw4C0Dzbjfx4co3qV2C5kNwBemqovodzKpOlbgqZRjR9AU2zttWzOAw68N5hEWFFlsmcqN4bdYzjN/zMdMTxvHVtg+o1bxakduLkoik8zdgK7Axe8yvpCamu5cV5BaSmZytO07SyRR3VlgWRQY3asyS+wazYtAQnmzRmom7djByyULmHDrIF1s30e77Sfx25PA1XOnVkXRxKvbXw4fIsRX/0hggwH+VBxreRL3SZQgyGBBwZYxDjSbGdutJ6ZAQvu15BxFmMyEXjTnKBIcwrU9/j0D5cr7ZtpUsa2GR5RuCIBAXEka42UyEuXhjJLMs079OPXc9sUmSiQnydt0DV9b6gUaNix0zQIA/k391ZvnU/jNMfGkaBzcdJTw6jLtfvIOuD3a4LlPIsZVikAySl7GHpml0vOdmFk1c4ZEZNlqMdH2wAyPHDvNr/Ma3NmBW0gRO7jmNbJQ5vPUYX4/8zqN8QpIl6rWtXSJ1D1EUGfTmXUx40VOhw2g2EFk6nLTLgq6ScP7EBZ5p9zoFuVZUxaVF3KpXU16ePpLaLarzxcZ3+ezR8Sz8ZtlVje9xDbKIJElomoYki6DB8z88zivd3iErNafIxrZLWPNsWPOsNGpfl12r9hfpPng9kQ0S7e9uQ42mf2RpDSYDqWeL/txLV4imTuuarJy+zmudJIvsWrGPLg+0B1wvREazgcI874ddVGyEz2PsT0lmws5tf+ikXnxPeWH577StUBGDJKFqGmGmG+uWOH7HNj7dvAFJFBGAUSs1vu5+e0B5I0CAy0jOy+PLrZtZc/ok4SYz9zVohEWSiQ0JoXv1moRe/J62rVCRrcNGsD8lGUkUqRtT2qdlNcCq0yeLLauQBIG2FVxyp/fWa8BHmzd4SbZJgMlgQFFVeteszaib27vXCYLAS23b8dLy372C8oebNqd+af9mSgME+LP41wbLiUfP82TrUVjzrWga5GXm89XIySSfSfOYsr5aeo3oyoJvl3sEy6IkUioukkc+eQDJIDH/qyUYTAYcNgdt7mjOIx8/UKJjSJJE9cYuC+xKdctzYncCiyaswGCSURWV8jXjeWXGkyU+99sfvQ3ZKDNt9M+kJ2VStmosVRtVYsvCHSUeS3EqtOjemOdvfYuMC1kegeqWBTtYNGEF3YZ2ZOfyfexeUXTThj+Iskh4dBitejUhIiac6HJRxFePZdYH88hJz/UrUAaXCYg138rLM57krb4fsmftwaKL/3QQBAFRFl1ZcFUtdn9LqJnej93G4NF3eyzPuJBFepJv3WODSebmfi0B18uB4vR8kAmiSFDYH7MFkiRxxxPdmPP5Qi8lmHtG9fN5nPlHDmHTmRoVBOj/80zOZLuy1XWiY/ioSzeqlfJP07skHEhJ5rMtG10P0Mseoo8ums+WYSN8ZsMCBPgvkV5QQM+ZU8m2WXGqKudyczmVlcmghjcxoJ63MZUsijQqop43KTeXbJuVqpGliDRbSCBLd7tggwGjJDO5d193lnhP8gVXR/JliILAK23b0aFyFaIsQe7A/XJ616yNRZb5ZPMGzmZnEx8Wxitt29G+UpWSfBQBAvwpCDfCjexqadq0qbZ9u37Rf0n54IEvWTljvdc0vsli5KfkiVhCrr2GefvSPYwZPJbC3EIURaVqw0q8/tOzxJRzBRF5WfmcO36B0hWiiSztLRF3NaQnZXJ850miy0VRtWGlEu+fmZJNckIKZavFElYqlILcQia+NI3fxi31a39BAFGSXBld4JmJI6jXphZDaj+pK8FWvmYcuZkF2AvtWAts11wjLMoiqlNFNsrIBonuwzqx8KI8XUn+lENLhfBT8kQkSUJRFJ5o9QrHtp8s8fmERoXQpndzlv6wWvfajBYjj332IF2HdEAURd1ZjfzsfO4sM0w/uy1AbMXSfLpuND+8MZslk1d6bRIcHsTspAluO3QARVGY8MI0FnyzFAQBSRK5/43+3PmM7xq/d9etZvKuHV4x/6Uz1i77PdxkZs3gYboPwWvh7bWr+GH3Lq40yg02GHivUxd61qh1XY93vREEYYemab47k/5lXM97dgD/+WTThouzQJ5ZWZMksWHIcEpZ9EscriStoIDHFs1nb/IFZFFEEkX61arLjwf2etQUS4JAtcgoXm3XnuZly2G42MydZ7fTZPzXOHQUMqpFlmLp/Q9ew1UGCHDj8fee/a/NLB/afEw3eJEMEkknU6jSoKLOXiWjaZeG/Jj4LeeOJWEJMXu554VEBFOzacmbojKTs/j2+alsnLcVSZLoeO/NDP3fPQSFWoiKiySqR5PiB7kCh93Bx0PHsfbnzRjNrmx3t2GdOLDxiE95Mj1qt6pJq55NMJqN3NK/JdHxUSQePe+SdNPh/MkUr1KVq0JwlZ1cGstpd+K0O5nz+aIidzMHmwiJCCYnLddDAq8gt5CPh35NcHgwy6auwaljfuIPeZn5LJuyxudLgCBA9aZVvZRCwGUBfuZgIqUrxnBTh3rsWrnPo4ZaFEXa9GnGs5Me5Y0+Yzi06ajXGJIs0rx7Y9LPZxJX5Y+pS0mSeOTjB3jwnbvJTsslskw4BqNnQ+npg2fZtWI/IZHBtLmjGT2q12TGvj1ejTdXBs8argad344e5p76DYv5hEqG3al4BcqXjmkvooYyQID/Er4k4YySxKG0VNqU9+/5NnT+HA6lpeJUVfd4M/bv4abYOLacS0TDlSWuViqKaX36E3VFnXG+3Y6OuSgAWbaiFaECBPgn8a8NluOrx3HuWJLXcofdSXT89bPoFUWR8jXjr9t4tkIbj7d4mfTzmW7jj8UTl3No81G+2vr+VddbT3p5OuvnbPFw0ls0YQWapuK0+xmECBAcbqHHw50JjfxDYze+ehwhkcFemr7XVcNYo8RBt8EkU7ZqLJ+sHc2gao97BMuKQ2HZlLVF7m8JNes6QHqclqqhFKE7aiu082SbUTTt0pCnxz/M5JdnsPqnjTisDjRVwxxixml3Uv/m/7N3n4FRVF0Dx/8z29MpCYTeO9I70pH6IEhXQIoooGJ9FUFRaQoICBYQEFQQQSwISu9Veu+911BSt83M+2FhYbO7yQYSAnh/XySzO3fubopn75x7TknylsjNxROXkXUyTruTSs+U48aVW7TO8qLfFA/FqbLut01s/GsrQ+e/T4UGZd2P7Vq1j1+/mM+1czFUbPwUHd5tRdacWdA0jS/7TmbFjLW38751fPXaVD5bNIgXypZn5t5dOBQFWZLceYjJS0clOZ2cvun7Vq3P90nT2HbxPLsvXSI6JJRGhQr7bB7QrGgx/jx0gESn510KRVV5On+BgK8nCE+yvGHh7Lx00StP2KGqAVWSADgaE8Ox6zE4k+Un2xSFrRfOu//kqJrGmVs3uZqY4BUsRwUHE2E2cznBs+OsLEkBB+yC8Dh4YoPl5wc+x+7V+zxyNo0WI7XbVHVVfXhErZ37L7HX4z065DlsTs4dvsDu1ft9NgVJjaqq/P3dcq/ybak1tfCiwc4V+3i92gdM2vUFdqsdc7AZo8lA1WYVWThlufupkiyRNTqCuOsJD23zXHKWUAtjVn/ChWOX0tSlT2fQgYbPhh5ppoHD6mDbkl30fuodEm4merwfd8r47Vl7gKIVC9HxvdbkKJCd/KXy8n7joSTcSkg1F9rpUHA6FEb3+IafT01EkiQWTl3Ot2/+4N7EeebQeRZOWUGnAa0xmAwsmbbqnp8x13sz+NmRzLkwhTYlSrLsxHFMeh25QkL5YOUyrza1wQYDT+XwXSc8OZvTSa/5f7Lr0kUcqoJRp8O8xsCcdh0plMXzg2uNPHlpWqQoi48dJcnpQJYkDDodA2rVITIo2M8VBOG/pVeFSiw+ftSjXJzh9ua95L9T/lxNTPDbgTP5h2Or08mX/25kUkvP7reSJDG8wTO8vmgBNkVB1TQMskyQwcg7NWql8VUJwqPriQ2WS9cszgcz3+Dr17/n5tVYZFmicbc69Puy50O5/rUL11k+Yw0xF29SsWFZqjav4PNWfHLHdp7A6qOhidOhcHLvmfsKlp0OBbs19TqYbhIULleA5i815Ns3f/AI3J12J1fPxdA57ytYE2zIskTZOiXZt96zvJimaoRnDyP+RkLy0TFaDGi3u+8FqkCZvFw8cSWg2tN3OKwOdq8+QFi2UGR/9wp9SJe0keRzsTmJvRrrN6/aYXNyYNMRTuw5jaZpPN22OnZr2vKwY6/Fcfn0VbJGZ+G7d37yeK8Uh0KSI4kfB8/xmzJiszo4+O8RytQuScnIKMC1IvzD7p0cuHrFfZvWIMtEBYfQuLD/cne3rFb+PHSAkzdvcD0pie0Xz7vPd6gqiQ4H/Rf/w9+du3qcJ0kSoxs3pV2pMiw5fhSzXk+bEqUoli174G+EIDzhSkfl4MsmzRl0+4OsomlUy52X8U2bBzxGqcjIgFObNGDPlUs+H2tQsBBz23dmyo6tnLp5k2q589CzQiWiRIdP4QnyxAbLALVaV6Xms1WIux6POcTstwlIetuxYi+Dnx2Jqqg4bA6WTFtJoXIFGLV8cKpzyFsiD+Zgk4+UBh25i95fdyKjyUDe4rk4c/C812N6kx5N0dwBsSRLhGYNYeyaIayduwmDSe8RLIOrici9K7U7lu316rQHcHT7CaTbQaokS660g2AT+UrmoUiFAiycssLnfM0hJlSnit3qwGgxEhRqYej8AUwbOIsNf211pSnYHKnWSE6Kt3Jiz2k6vvesz/k9bIFM4c73feWsdahK2uasqirmYBNnD3l/n93PSWGDpWJ3elfakCRmtmnPV1s28cehAyiqRvOixXi7ei2Mfj78HY65Roe5s3GoClanEwnfec/HrsdwJSHe63+qkiRRPU9equfJm9LLFYT/tGcKF6VhwcKci40l1GQMeFPfHRFmC30qVWXyjq3ufQoGWfZbNi5fmKvspFNVWXHyONsvnCdXaBjPFi9JqcgoxjVp8WAvSBAeYU98UxJJkgjLFvrQAmVFURjeeRy2RJs7zSEp3sqxnSc80hT8afB8bYwWozvIBNfGtiw5Iqj0jHdJoED1/6Y3Bh/vgYREqZrF0Ol1yDqZp+qWYsLG4QSFWojMm81jHv6kFIjeKeUmyzKFKxTkrcl9+HL9UG5e8d00A6DXiBfo8N6z5CwUhaa5mpMsmLiUd77vy4SNwzEHGQNecbUm2jCajbw9uQ+mIGOqryeQ13u//G2C9EVVNZ9NSMD1M518njq9TMnqxYiIDCc8MgzHfaS+qKpKyRp3m8c47A72rT/Imd1neLdGbf7t1Yetvfvyab2GhKfQiODdpYuIs9vct4j9fatUTWPmnt0cvJpyO3RBEHzTyTL5IyLSHCjf8Ub1mox5pjmVo3NRKCIL3ctVpE2JUpiT7Scw6/W8Xq06iQ4HrWfP5J2li5i6czujNqyj7g9T2Xvlcnq8HEF4ZD3RK8uZ4fiuUz5zgW2JdpbPXEvr15qleH5QqIWvNo1gbO9J7F13EEmSqNq8Am9990pAaRz+lKtXmpwFIzl76ILHcYfNgTXBxj+JP6NpGnrD3R+J8g3KEJYtFFui/YFLvilOhYvHLlGnXXX0Bj1qCvWQf/hoNqZgE7euxKI4FRxWB/O+WsihLUdp8HxtrAk2r9Vuf5ZMX0Xvz7tQr2MtCpTJx4RXp7Bv/SGf9ZgjIsPImjsLJ3advu/XmZI0vYeaqyuhLEvu98poNlC0UiFav96cfyYvY/+GQxiMBjRNIzJvNgbOehO71c6MIXPvK0+8Tvsa7g+VG+dvZdSLX6NprhbnIRHBDF0wINVyhbesVo7EXAvoeoqq8t32LXy/cxvNihRjdOOm6dIwSBCEwDUtUpSmRYq6v3YoCuEmE7P370XVNMJNZj6sU49aefMz7t8NHL9x3Z1SZVWcoED/RX+zsltP8fsrPLFEsJzO9Aa938YYhgCrQ+QqnJMvVn6Cw+5AlmV0+vsPku/QNI2zhy/4fOzojhM+r6HT6Ri7ZgjDO3/J0e3HAQk0DYfDmeYGHuAKmG9euUVYtlCi8mbH5/157qR52D0CYrvVwZ41B9iz5kCarnnrWizHdp2kSPmCFCidl0Zd6nJ02wmPTojg6qz33FstURU1w4LltNIbdBR8Kh8n957FaDZQ9umS7Fq1j3EvTwJcq/UtX2lMrTZVKVm9GJIkMaTDGDb/vT3NaSeWUDN9x3YH4OKJy4x4/kuPzbFJ8Vb+r+GnzD4/OcW7NDpZDvhHQ8OVv+xQVRYdO0qDgoVoXrR4muYtCEL6Muh0DK7bgAG16xJvtxFhtrg7/s0/fMhnybrLCfFciIsjd1jg3WQF4XHyxKdhPGwFy+YjzEf7aXOwiRYvN07TWAajIV0CZXDdur931diDBrExcT4fisqbnfHrh9FpQJs7T/UKcE1BJso8XQJJl1qKg4zD5qBr4ddYMGmp34DbVd4ufSpoSJLEtIGz6FHiDXqWeoMLJy65uu0lI+tk6nWsSYPOtd0NVzKbw+7kxJ4zvDutL9MPT2Dnir1YE2wkxiaRGJuELcnOX98sJmfBKCRJIubiDf5dsD2gyh+SJGEONiHLErmLRjPw5zfIksOVk7h4+kqfmxwVh8LWRTtTHDfEaKRKrtxe7XRNOh3NixTj2eIlMMreP9NJTge/7t+X6rwFQXg4jDodWS1BHr/LOj9papqm+X1MEJ4Ej0ZU8ASRJIkh894jNGsIllAzRrMBk8VIrTbVaPB87UydW3CE77w2g0nPOR81qa9fusGOFXvZsWIPc0b9hcPm8Lq9nyN/JP2+7MGYVZ9Sv2PKpYKqtajIxLd/5PqlGwG3pQ6ErJMxWny3QdZUja2Ld3HuyAXOHrrAnM/neQSTeqMenV6mSMVCbF+6h4ioMPqM7X63bV0ADCY9JaoVZcbxr1ninMPzHz7nMz/cF71BR602VTGafT/faXcy9qVJ/PX1Ip+fLTRgza+bALh8+qrfcZLLXyYvmqphMBu4fPoqwzqOY+LbP6BpGjevxPrcPKkqqt8PVff6onEzokNCCTYYMOl0BBkMlM8ZzZhnmtG5TDmMfj4AKtqDpfoIgpCxOpV+yiufWQIKZclKzgDrOwvC40ikYWSAwuUKMPvcd2xasJ2bV27xVJ2SFCyb+QXaKzYoy6rZG7yOaxoe3d9UVWXCq1NY+sMajGaD3xxho9lA27da0vylhgD0GvE8q2Zv8BsIH9pylGvnrt9XCkdK8hSLZsCM/vSvOTDwBiu33Qn+D2w8zMF/j/DD4Nl8u20k5euX4fNuEzi+81SqYwz/Z6BHM5AeQzpTrXklfvx4DjuW7UnxXIPJwPs/vc6LRV7Dbrvl871xOhR2rtqHPcm7/J89yc6eNftp0785eYpFB1Q722QxcuHoRY8PDU5g4ZTl1PhfZSo3Kc/KX9Z7lTBUVZVy9UqnOn50aCirXuzF2tOnOBd7izJROaiQMxpJkiifM9pr1RnAojfwXInUxxYEIfN0K1eBdWdOse3CBZyqglGnx6zX81Wzlpk9NUHIUGJlOYMYzUbqtq/Bs682dQfK545cYNZnf/Dz8N85feDsQ59T54HPYQ4yeRwzWVzzzBIV7j7254SFLJ+xDofNQcKtxBQ3092bGxuVLzLF9t5Xz8WgZEDL4sLlC6I36h94c4mmaty6GsvXr39PgdJ5mbR9NHU71EzxHEmSuHkl1ut4qerF+HD2W8ippKbYbQ4m9JtCYlxSCl36FK6evup3jM2LdrJsxhrCsobS8pXGflfZAXIVyUHXj9v7TMmxJdpYPnMtNVtVpnC5Ah7jSLJEqRrFyVkwKsXXc4delmlQsBDdylWgYnQu9/fGqNPxVdOWWPR6TLc3rAYZDNTIk5dWxUsENLYgCJnDqNPxw7NtmdmmHQNq12Vkoyas79E74EYogvC4kh6F+rN3VK5cWdu2bVtmTyND/DZ2AdM/mu3KBdU09EY9HQe0putH7dM0zuFtx9m2eBeWUDN1O9QkW3SWNJ2/d91BvnptKqf2ncUUZKRln2foObwzBuPd2/cvFOzHlRSCszuMZgPTDo4nR/5I97GkBCsdo3uT5KOxyv2SJMnvhjVJgsbd6rH+z83ubngPfD1ZouP7rSlRpQjhkWEMaDLMbzMUnV5H3Q41KfRUPq6ejSF77mzUbluNPLdrYvep9H8pr05LYA7yrqt9L3OwGYfNkeKHlqh82fn51ERUVWXGkLnMHPqbz+C7QJm8dPukI1/0+MYVoCfTuFtd3vvhNZISknip9NtcPRfjvlNgDjZRs3VVPpjR3//rCdDVhATmHznE9aREaufNT/U8eZ+InfSSJG3XNK1yZs/jYXmS/2YLgvDkC/RvtkjDeAgunrzM9A9/8bjtrSTZmfP5POq0rU7+Uqk3X9A0jbG9J7Fq9nocNid6g45pA2fxwc9vUKt11YDnUvbpkkzePQbFqSDrZJ8BSsIt7657d8g6GVmWkPU6en32vEegDGAJNvPKmG58039aum3SS+kDnSnIRPEqRVj64+p0uRa4Vphnf/Yn5mAT0YVy8PLorkx650ccPjbOKU6FlbPWsXLW3WM/fjKH7kM60vG91qjOlPNws+aI4Pqlm34fNwebKFKxAAc2Hk5xnKvnYgBXhYxGXeow94v5HtUs7lAVlYqNyvpc4TcHm2jw/NMAbF20i7jr8R4pNdYEGxv+2MypAWcpUDrwhiGqqiIna6sbGRxMrwqVAh5DEARBEDKLSMN4CDb9tc1nEw2nQ2H9n1sCGmPbkl2snrPBXfPYbnVgS7LzedcJJCWkfRVXp9f5Xcmr0KCsz+YcUfmy8+KnHXlxSCem7BnDc/1dHZvibybww0e/0Kv0m/SvORCdTsYSakm1wYfJYqRCwzL0Hdc91XQF7/nLGM0GWvVrgt6UPhVDkrMm2Di59ww/D/+dMas+oXD5AgFtoHPanfz4ya+cPXyesnVKoffTXCQozEKFRr7fa1kvU6hcfl7/+iVGL/+YvMVzp3jNiEhXBRa71c6BTUd8NkAxWow07laP4LAg/m/6axgtRgwmPZIsYQoyUb9TbSo1djW+2blyr++7AxJerc39WffHZroWfpUm+o60y9GLPycsfCQ6KQopkySpqSRJhyVJOiZJ0oDMno8gCEJmEyvLD4EkS/iMSyW8Vtz8WTZjrc9b9bJOZueKvdRsVeW+52dLsrF8xlq2LN5JZJ5sNHupATtX7sWWaMdpdyLrZAwmA/83/VXK1y/jcW5SfBL9Kr/PtfPX3ZvLTu49Q+3nqrFvwyEunfDfnS1PsVyMWvYxANnzZGVYx3EBV8kICgti/Mbh/PX1Iia8OvX+XrifOs/JXb9wgwHPDGPynjFs/mcHS39cxZFtJ1IM/BS7wvo/ttDxvWdZ8fNalNiku90MdTJlny7JoNlvce1cDOt/34wt2eY9o8nAl+uGYgmxAPDmd6/wQVNXOoivy8bdSGDt7/8y7YOfuX7pplegawkxk790Xtr0dzXFqdu+BqVqFGP1nI1YE6xUbVaB4lWKuJ+fPXc2DCa9190BWacja86IVN+zzQt3MLLbBPfq9q2rsUwbOAunw0n7d1qler6QOSRJ0gHfAI2Bc8BWSZLma5qWtgLngiAITxCxsvwQ1GrjO01Cp5N5ul31gMZIKZ/zQXI9E+OS6FvpfSa98yMb521lwcSlDGk3hpdHdaNN/+bkL5WHLDnCyRodwcb5W4m5eMPj/KU/reHGpZseVRisCTZWz97I9Yv+0wtMQSaefa2p++s6bWswevnHFKvif4PgvSwhZnat3MviaatQ0lgBA1z51kaz/41wydltDhZPX0mrfk0Yv2F4qqXltNtReFTe7EzcNop6HWuSJUc4Bcrk5d1p/Ri94mOyRIVTtGIhun7cHqPZgDnYhCXEjCnIxODf3nUHygBlapVg4o7RtHi5MbKPlWin3cmEflO4dPqqV6AcHhnGoF/e5Mv1QzFZ7m7wjMyTjfbv/I+ug9t7BMoATbrX86rxLUlgshio0qx8qu/X9A9/8UoDsSba+Hn47xmyyVNIN1WBY5qmndA0zQ7MBp7N5DkJgiBkKhEsPwRRebPTb3yP2wGaAYPJ9d9enz3v3giWmsbd6mIONnkdVxWVCg3L+jgjMPO+WsjlU1fcq9aqomJLtDP5vZ/IUSCSS6euEnPhBhePX2bBxCW8Uu4dj4B5+5LdXt3wwBUs+itjpjPoaPjC0zTpUd/jeLl6pflm8+cM/2cgQWEWgsJ8p3IYzQYadanD7+P+8bvxrlTNYny7bSTF/FTnUBU1oDJrdzjtTk7uPeOav17nFVwmpzfoebptNcBVlm/gz2/y68WpTNkzlsZd6yJJEsd3n2LuF/MJzRLCN1tH0u/LHrwx8WXmXJhMlSbeAWmeotG89PkLPlMswLV666uZSMKtRIpXLeKzXfrRHScY1HIEHXP15o3ag9i2dDfgWlke8tf7RESFuwP43EWj+WLVpx6bQf25cPyyz+O2RDtJcem3+VNId7mBe0v1nLt9TBAE4T9LpGE8JC16N6Zqs4ps+HMLqqpSq3VVr81x/hzYdJjfxy0AJNeqoiS5W2d/OPstr3JwabH2t399dnxTnSpT/m+GR3qA066QcCuR2Z//yavjewIQlT87Or2Mkmwjm6ZqPlMqdHodjbrU4dXxPbh08gqXTl6hQJm8ZM3pquqxb/1B1v62iSpNK1CgTF6y5crCd+/+hOJQsCbYsISYyV00mk4ftOGfKct9viaD2cDHvzIuEzQAACAASURBVL1L1pxZGLXsI/pVGcC18zHYk+6+TtXP/PyRdTLFqxRm7pj5/Db2b2KvxSHrZFc3wGTDSLJEt087kKdYLp9jaZrGuJe/Y+Uv61AcCvrb38shf73vUa/ZF0uoBVkvg4+g2C9N81kq7vDWY7xT/xPsSa7UjuuXbvLJc6N4pls9Dm87jjXBSvOXG1G1SXnCsoeSp1iugO9i5C0WzZHtJ7znH2ImKMzi4wzhcSFJ0svAywD58uXL5NkIgiBkPBEsP0SRebLR+vVmaTpn+7LdfNxm1N1b2hLodTItXmlM5w/aEBEZnvIAqQj2E7g4nU6fK5FOh8KmBdvoOeJ5LMFm/te3CYunrURx3g2qZZ1MRGQYiXFJXnnWilNhyQ+rWDZjDTqdDqPZgN3qoEn3eoRHhvLb2H/cwdvmf0xUaVqBn09NZO3cTVw5c43iVYpQpVl5dDodlRo/xerZG1CTBb1ZosLdrZuDw4OZtHM0A5sOZ//Gw+48Y1Xx3fLa13FwVYq4ciaGZT+t8VjNliQJTdI8Ama9Qce8CQup1OgpilYs5DXWv39vZ9Xs9e7v6Z1ueZ+2/YK5l6emuHKrKt7BeWpKVC+GweT9qz75vRleK/O2RLurFfltv4z4g1Wz1jN5z5g0pfv0HPE8H7ce5fFhyxRkotsn7QPO0xcyxXng3lIneW4fc9M0bTIwGVyl4x7e1ARBEDKH+L/WI+7bN6d75n5qruBqz9oDDxwoAzz7WjOv9A5JlsiRPxLFT+B49WwM7aN68dOnv5KvRG4G/fIWYdlDMYe42nsXqVCQceuHUbh8QZ+pI2iules7TU8cNgdLf1zD7M//8tjAZk2wsXXxTo5sO06zXg158dOOVG9ZyR3E9xjWmeCIYHcgKOtkTEFG3pjUm/NHL3Ljsitn2hJs5vTBcylXYpCgQoMy9BvfA4PZ4JH+EZo1BL1Rz9+TlnoFl5qmeQWvDpuTmAs3eLXqADYt8K5Bu2T6Kp+bNTVNY++6lCtNXDxx2SuXODWHtxyjVVg3epZ6k91r9ruPH9t5MtVzNVXj4onLzP92SZquWalxOT6a+w75SuVBp9cRmTc7r07oQevXmqdpHOGh2woUlSSpoCRJRqATMD+T5yQIgpCpxMryI2zL4l2cOXje52Mn95xJl2s83bY6B/49wvxvl9y+Va8Rli2UEQsHMe7l79i77qC7JfQdqqJiS7Izd/R8sufKSkSOcHoO70y2XFkpWCYfOfJHkhCbSLn6pbl08nKKDTfusFvtPjfNWRNsbPxrq8/0hJwFopi6byx/TljInjUHyF0smqIVCjGq2zfYkmwoTpVSNYoxaPZbqZaxM5gMNOvVkLodalLr2SquKhGJNm5ducXSH9f4zMtOjaZqDG0/hm+3j/KoS6yq/msvayk8BhCePcy9Eh0ISZbcudlnD51nUIvP+OrfERQsk49s0VkCbuTy93dL6fBu2qpYVGtekWrNK6bpHCFzaZrmlCTpNWAJoAOmaZq2P5XTBEEQnmiig18qHHYHibFJhGYNeai3j3/9Yj4/ffKr3w1sWXKE8+vF+yyZ5sO18zEc2HSELDkiKF2rOLIsE3cjnqEdxrJvwyGfDTnAtZprDjKhqiqqotKoW136jHmRfpXe4/KZa37PSwtTkBGDyUDV5hXp/fkLZM+dzes5J/acZtqgWWxZuNNjBVln0FGobD7KPF2SeV8tSjFPuWT1oozfMNydbpAYn0S7yJ4P1FxFkiSe6V6Pd7/v5z627vd/GdX9a68PEZZQM79d/j7FKh1xN+J5v/FQTuw55ZEnrtPr0Bt1oIEtyY7OqPNZJUSWJep3rs2AGf1ZPnMtX/aZ7Pdn7F7B4UHMu/FjIC/5P0108BMEQXh8iA5+D0hxKkwZMJO/Jy1FVVRCIoLpM/ZFGnR+OsOvnRCbyI+D57hWW30wBZno+F7rdL1m9tzZqNOuhsex0CwhjFo2mBN7TvFqlQE+VzRVRfVom7zy53Wgaq66y2kIlCUJn/WDwZVHa0u0s3r2BnYu38O0g+MJiQh2P+6V130PxaFwYs9pbly+hSzLKKr/VdnDW4/Tu+zb5CuZh0NbjhJ3I+GBuxBqmsa5Ixc8jtVqU5Vqcyuy+Z8dWBNtGE0GJEli0Kw3UwyU//17O8M6jQO8Nyeqioqm6ShcLj8XT14hLibe5xiqqnH6wDkAGnWpw82rsfzwkXeZt+RyFAhsM6ogCIIgPGlEsOzHxLd/YPG0le4g4sblW4ztPYnQrKE+y3qlp6PbT2Aw6X0Gy5Is0fbNFjz3ZosMncO9CpbNT0RUONfOX0/1udYEGxvmbQko9eIOg1GP0WLEmmD1qqpxrzuB+ZLpK2n71v8AVzD65SuTUwz2FKca0NxVReX0gXPuYDI9GEx6nqpTyuOYLMsM+uUtDmw6wraluwgJD6Zep1pki87id5yE2ESGdRrndxVY0zTsSXaO7TgJsoTi9P2hQKfXUaLq3bJ3bd9swW9jfLfGvvsaDLwwqK37a1uSjQ3ztnLj0k1K1SxOiapF7rvWt6Zp/DNlOXNH/8Wta3GUqV2C3iO7BNQCXhAEQRAehsc6WD57+DyLvl/BzauxVG9RiVqtq6Z585Mv1kQbi75fiT1ZVzVbop2ZQ+ZmeLAcERXus14uQM1WlekxrLPXcWuijf0bDmE0GylVs5jPShb3S5IkXp3Qk8+73u3IJsmS35QGJYCSbLJeRm/QU6B0HkpWK0aeErmY9Fbqt/ltiXbW/bHFHSzH3Yjn2oXUA+HMIOskzMFmnxVQJEmidM3ilK5ZPKCxtizc6bMZSXIOe8or4UaLgQ7/d7fHxKWTV4i/meDzuZLkCpQ7vt+ap9u6muec3HeGd+p9jNPhxGlzojPoKFevNJ/++d59/e5NGzSLPycscn8I2LJwB3vWHmDi9lHkLhJYDXJBEARByEiPbbC8es4Gvuj5LU6HguJUWPf7Zv4Yv5DRKwYH1DQhJbeuxiL7WSm7dOrqA40diAKl85K7aDQn953xKGVmCjLSzker4DW/buSLXt+6mlVorqYdw/7+INXGGWlRu001Ri4dzKwRf3D+2EVKVC3CpvnbvDaImYKMfpt9BIcH07RXfW5evkWpGsVp1LUOv4/7m9mf/4neqE9x49u9Dm0+wqo5G6jfsRbmIJPvVuKPgLDsYfT/tre7hvSDcDqcaa0Y56VE1SK8PbUv0YVyuI+Zg01+y+XlKBDFxO2j3CkvmqYxpN0XxF2/m+LhsDvZtWo/f3+3lGdfTVtZxITYRP748h+POt+a5vpANPuzP3nnnjxvQRAEQcgsj2XpOFuSjTG9J2FLsrtvN1vjrRzfdZLlM9Y+8PhZoyNcjR+SkSQoWrHgA48fiGH/fEDhcvkxWYwEhVkwh5jp92UPytQq4fG888cuMrrHN1gTbCTGJpEYl8TNq7EMaDLMb85zSo5sP86IF8bTv+YgfvjoF25eveV+rHTN4gz/+wN+ODSBAT/1Z+CsNzEFGd1NNSwhZqIL5fQ7dlS+bPT54kUGzOhPq35N2LvuIL+O/gu71bWJMtAmIYpTZdSLX/NCgb6MfPFrqjStgN5HHeHMdvPyLUZ2ncC+DSmXg0tJYlwSC6cs5+DmowF1HDSYDBjM3h8WZZ1Ml487ULCMZxOJLDkiKF6liFdXwDt58ffmhl84fomr52K8xrYl2lg0dUWgL8nt/NGL7p+de6mKysHNR9M8niAIgiBkhEcvwgjAwX+P+rwlbU2wsfKX9TTr1fCBxjcYDbw4pCPTBv7ikSNqtJjoPrTTA40dqOy5svLttlGcO3KB2OvxtwNn75rFi6ev8pmfqigqmxfu5OnnqgV8zXV/bGZktwnYrQ40VePYzpP8M2UFE3eMInuurF7Pr9a8IlP3jWPJ9FXEXLxB5WfKkatITt56erDP8U0Wz81r8yYsTFNu872cdidXzlzj6rkYdAad37SVlBjNro11qqo+8EY+f2yJdqa8N4PxG4an+dxzRy/yRs1B2K12rAk2DCYDiqQgy67OgXqDHlVR0Rt0OB0KBpOehi/UQXEqLJuxBvWe/G9VURna7gtGLR9MqRqeqR+DZr/F/zX8lJjz15EkCafDSb0ONWje2/P3SFVUv7nJ/mpypyQyb3af77skQZ5iIgVDEARBeDQ8lsGy0WL022DCEmJOl2s8178FWaIi+HnYb1y7cJ3ilQvT67MXKFL+4aws3+GvZfIdcTFxfqtUxN/wXRHBF0VRGN/nO4+NXg6bg7jr8cwa/jv9v+nt87ycBaJ48dOO7q81TSMsWwjWBKvH88xBJpq91Mhz7jd858qmhaZqONMS6EpgDjajOBUada1Lj2GdmPx/M1jx8zq/6QgP6sRez5rYmqaxYd4WZg3/nXNHL6KpGvlL5eHFIZ088uG/6PENcdfj3T/rDpsDnV5HwbL5qNCwLLVaVyVnwSjWzt1EUryVqs0qUKRCQZLik1j583pUPF+PLcnOjCFz+WzRhx7Hs+fKyrQDX3Jg0xGunYuhWJXCRBfMQXJ5iuUiLFuo1wcck8VI42510/y+ZIkKp2brKmyav81jf4DRYqTTgDZpHk8QBEEQMsJjGSyXqFqEoFALSXHJArJgEy1feSbdrlO/Uy3qd6qVbuNlhGotKrFi1jqs8ck6y6kqFRp6N/Lw59LJKx6tie9QnApbFu0MaAxN0/hzwkKSbgfKkiwhIWG0GKjQsCxNutfzeH6eYtEc3nYsze2b00qSJYxmAy1ebkz3oR25du46WXNGEBzuSjHoObwzq+dszLBgOXmVix8/mcPc0Qs80mQObz3OJ8+N5q3Jr9DohTpYE20c2nLU60Oh4lS4fOoqL4/q6j7Wpr9nV7yr52KQdL5XgP01ubmz4TAlkiQxaPZbDHhmqLsxjSXETIEyeWn9Wtryle94b/qrfPvmdJb9tAZV1cgaHUH/r1+iRNWi9zWeIAiCIKS3xzJYlmWZYX9/wPuNh7o2PqkailOhVb8mVGmasZUqHjVVm1egZLWiHPz3qHvFzxxsomWfZ8hZICrgcYLDg/yWGwvLFhrQGDOH/sacUX+5U1c0VUM2yPQZ053mvRt63MJfOHU56/74N6BAWaeXkSQZZNK2inxbxUZPMWzBgNsdCiFv8dwej2fPnY3mvRv6bUON5Cq5ZjQZiMybzW/A6U+Xj9q5/33rWixzR8/32NR2hz3JzqS3f6RB59q3Ny36Dnh95dPfoSgKUwf87FXJ5Y6CT+XzeTxQpaoXY+bJb1k5az3XzsdQpnZJqjQrf9/VV4xmI29OeoV+43tiTbASmiXkvsvQCYIgCEJGeCyDZYAi5Qsy+/x3bF+6h7jr8ZSrV4qofP+9xgk6nY7PFn3Iyl/Ws/KX9ZiDjDR/qRGVm5QnNiaO2SPnsfGvrQSHB/HcGy1o8Hxtn8FIRGQ45eqWZtfqfTjv6fxmDjbR7q2Wqc7DbnPw6+i/vOoAKw6FVXPW0+LluykYiqLw/Qc/Y09KfcOa0WKkVPVifPzHuzhsTn74aDYrZq71uQrui04vU7tNNXeg7M+r43tSompRfhuzgON7TnkG8ZqrFvTQ+QOY+sHPAV33jjzFomnUpY776yPbT6A36n0GywCJsUnExsQRERlO+fql2blyn8eKt8FkoOEL/hvjrJ69kZ0r9vp9PPkdiPsRli3UZzm8B2E0GTCaHqyKjSAIgiBkhMc2WAbXRrzqLStl9jQynU6vo3HXujTuejdvNCE2kb6V3uPGpZvu2rtf9vmOI9uO0XdcD5/jfDDrDQa3GsmxnSfRG/U4bA5av96M+p1rpzqHm5dv+u3AdyZZk4+46/EkxVt9P/kesk7mq00jKPRUfvex177qieJUWPnLevR6HYqqIt1u8ex1vl4mKl8kDbuk3nVRkiQadamD06HwTf/vvVaYbYk21v6+icg82Tjkp1KD3qjHeU+dY6PFyAc/v+HxnCw5wlNM95BkiaCwIADendaPN2p/SNz1BBw2BwajnrwlctN9SEe/5y/50c/q+G0H/z3CuSMXUs2FFwRBEATB5bEOlgX/Fk1dwa2rsR5NKqwJNhZMWkaH91r77BYXljWUL9cP49yRC1w7f51C5fITljWwFIyIqHC/9Y7zlrib9nDu6EU+fW50qtUn9EY9NVpV9giUwfUB6d3v+9F37IvcuHyLFbPWMWfkPJ9jqE6VK2euMrLbV7w9uU9A6SRGkx7JR6UVSZYxmo20e7slWxbt9FhBl2WZopUK0eWjdswYMpfLp69StGIheg7vTNGKhTzGKVyuANGFcnBq/1mvUnkGs54WvRu5V1iz587GT0e/ZvPCHVw6cYVC5fJTrl7pFNMUUkth0Bv1nNx7RgTLgiAIghCgDA+WJUlqCowHdMBUTdM+z+hrCrB92R6fq60Gk57DW49Rs1UV97GEWwkc3naCsGwhFC5XgDzFcqU5mDKajbR9uyW/jfnbI5A0WYx0H+Iqtxd/M4HXqw8g/kZiCuMYkPU68hSN5q3vXvH7vODwYILDg1n1y4YUA2/FqfLvgu08n78vpiAj+UrkpvuQTpSrV9rn86u1rIT6svcSucGop3HXuhR6Kj9vTOzNN/2noaoqikOheNWiDJ77NhGR4ane6ZAkic8Wf8gnz43m6I4T7pJ3Or2Opj0b8vLorh7P1+l1Ht+r1DTpXp8DGw/7XV1WnCq5i4qybIIgCIIQqAwNliVJ0gHfAI2Bc8BWSZLma5p2ICOvK0DOApHIOtnrlr+qqGS7p2by3DHz+eGjORhMehSnQlS+SD5bNPC+8r9f/KQjwWFBzBk5j1sxceQrkZs+Y7tT9umSACybsYakFHJmcxaMIjYmDr1BT8VGZX02rEgukBbQitPV5dGWaGPf+kMMajGCj39/lypNK3g9NzgsiMFz32FI+zHIOun25lGV7sM6uVe5G3etS72ONTlz8Dxh2UKJzJMt1TncK1t0Fr7aNILLp69y48pNQiJCyJYrC5bgBy97WK9jTTb+tZVNC7Z5bfIzmPQUqVDAa7VeEARBEAT/JH/1itNlcEmqAXyiaVqT219/AKBp2me+nl+5cmVt27ZtGTaf/5JT+8/yWrUBHnWTdXqZvMVzM3nPGCRJYseKvQx+dqRnSoFOJl/J3EzZM/aBrq9pGjtX7GXWiD+4fOoqpWoVx2l3snbuJr/n3BvcG0wGCpbNx1f/jkCW/Vd/+HX0X/z0ya8Bb/i791q9R3ah7VstfaYuJMQmsvnv7ditDio3Le9uynLm0HnOHblAwTL5PNpG30vTNHYs30NsTBxlapdMczCdHg5vPcayn9awccFWrp27jk6vo067GvT/9iWCb+dEp4WiKFy/eJPQrCGYg7yb4wgukiRt1zStcmbP42ERf7MFQXicBfo3O6PTMHIDZ+/5+hwQeEs54b4VKJ2XQb+8xZheE7FZ7ahOhSIVCzF47jvu4HDehIVe1StUReXiicvM/WI+187HkKtITho8/zShWULSdP1lM9Ywod9U9/hXzl5D1ssYjHqPPOrk177DYXNw9tB5dq3cR8VGT/m9Tuv+zdm6eBeHthx1V5gIpF6yqqj8OHgO8bcS6P7p3a6M25ftZvqHszl/7CL5SuSm5/DnyZ4rK0kJVj5uPYoDGw+jM+px2hxUbVaRgb+8gcF4t4rDloU7+Pi50e6NfpIs0axXA96c9MpDKYmmOBU2zt/GvnUHyFEgkm+2jCQo1IzeoEenv7/ybounr2Ty/83AnmRH0zQad6vLqxN6erxuQRAEQXhSZfTKcjugqaZpL93+uitQTdO01+55zsvAywD58uWrdPr06Qybz3+RoiicO3KR4DAL2XN7rnD2rzmQg/96V3aQZAmDyYA9yY4pyITBqGfsmk8pWDaw2/eKU6F9zpeIu56sg6B0u2JEgLWSdXodPYZ1puN7z6b4PKfTyXuNhnBw0xEURfXaOJcSvUHH79emERQaxMa/tjLihS89VuNNFiOf/Pkea37dyPIZa3E6PKtdtHu7JT2GdgYg5uINOud9xev6kiTx/ozXafh86lU5HoQ10cbbdT7i3JGLJMVb3fnfny/+MNWGI/5sXriDoR3GeuWhN+zyNG991ye9pv7EECvLgiAIj49A/2b7v7+dPs4Dee/5Os/tY26apk3WNK2ypmmVIyP/e3WSM5pOpyN/yTxegTJAzWerYrQYvY5rqubOd7Ul2oi/mcDn3b4K+JoxF657dKe7OzCEhAdTtYV3rrAvRouBnAVS/5lY+fN6jm4/gdOheASqkiRhDjahS6GJh9OhMLT9OAAmvfujR6AMrpJ0X782lcXTV3oEyuBqIvL3pGXur38d/ZfPQF3TNGZ/9keqr+NB/TH+H04fPOcuy2e3OrDGWxne+Uu/7eFT8/Ow373uPtiS7CyfsZak+KQHnrMgCIIgPOoyOljeChSVJKmgJElGoBMwP4OvKQTof32fIXvurO6AWZLw1zSOMwfPc+tabEDjhmQJQVV8B2d6g47/9WmCOTjlvFdZlrAEm6nxbOqVIBZ9v8Jn9QdzsIkxqz+l68cd/LZ/Btizdj+nDpzl4vHLPh8/f+yS306D1nsCyTMHz/l+EhB/038FkPSyYuZan41eYmPiOH/04n2NeeXMVZ/HZZ3MzauB/TwIgiAIwuMsQ4NlTdOcwGvAEuAg8Kumafsz8ppC4ILDgpi4fRQvftqRsnVKUqddDSIiw/0+X9YF9uMSFGqhbseaPletb1y+ydAOY30H05IrBURv0FGqZnG+3DAsoK5uftMuJNA0eGFQW0YtG+y3cobOoOPErlOEZfddhzmlVOPy9cu4/51SbnX1/2V88xx/XQo1TUNnuL985RLVivrMtdbpdZmycVEQBEEQHraMXllG07SFmqYV0zStsKZpwzP6ek86VVXZtWofy2eu5dx9rhaCqz31jx/PoUeJ/vwy4g+i8kXSZ1x3WvZpjNHiGaDKOpkSVYqkaZPfmxN7U7tNVa/yb4pTdW0UQ8Ng0rsDcJPFSPbcWZl+aDy/XZ3GuLVDiS7ou9pEcs90r+9zpdpkMVGkQgEAytcrQ73OtX2vnGuusnWdP2iDKVmlB71Rj97PRjadQUffsS+6v27+UkNCIoK95xFk5KXPXgjotTyI5r0bes1fkiC6UI6A38vkug/phCnI5PGBwRRkoufwzqm2EBcEQRCEJ0GGbvBLK7FZJGVXzlzl7XofExsTB5prI12d9jX4v+mvplhezZeBLUawe/V+d26yTi8THhnOdztHMaTDOI5uP47iVDEY9QSFWfhy/TBy5E97TvmauRv5otdErD7aW1dtVoGofNm5ePIKFRs95TfYTI3iVPio1efsXXcQa4INk8WIpJMZ8c9Ad41ngKvnYuhV6k2PVtuyTkZv1JMtVxZqPlsFo8nAX18vxulwYjAZaPVqE34f+7e70sYdOoOOV0Z3pU3/Fh7Hr56LYXzfKWxfthtJkihfvzQDZvYPuBPig1CcCkPaj2H7sj1oqorOoMNkNjJmzRDy3dNFMa1O7jvD9EG/cHDzUbLnycoLg9pSu40oauOL2OAnCILw+Aj0b7YIlh8jr1X/gKPbT3iURjMHm3jlixdp+UrjgMc5sec0/WsO9NrMZgoy8tLnXXj21abs33iYI9uOk7NAFFWbV7jvVcTN/2xnxAvjSYz13gxWt30NPpzz9n2Nm5ymaexevZ/da/YTERlO/U61fLa3Prj5KF/0/IYLxy+jOBUkSXK/n3qjniw5wpm4fRSqqhGWNQSnw8nrNQZxcs/dKi0Gk4HcRXPyzZbPMZq9U00exLFdJ/nx4185tuMEuYrkpOvg9h6pHoE4sv04BzYdIVt0Fqq1rBRQKouQPkSwLAiC8Ph4VOosC+nk2vkYTuw57VVD2JpgY8HEJWkKlo/vPuVzJdqWaOfApiO0fq0ZZWqVoEytEg8873L1y/ise2wONtGwS500j2dLsrFg4lJWzdmAOchEq75NqNO+xu1V3DKpBpYlqxXl+/1fcvrAWfpUfM9dDxnAaXcSey2OJT+spsO7rQAY1PIzzh0+n2wUjU/nvZfugfKGeVsY1mmce07Xzl/nw5af8f6M/jz9XOArucUqFaZYpcLpOjdBEARB+K8SwfJjwpZk95tq4asSREqiC+XwWdzBaDaQv9T93673xRxkYsCM/nz2wnhUVcNpd2IKMlKrTTWqt0x901tiXBJr527i+qWbFK9amKkDfubswfPujn1Hth1n99oD9P/6pTTN69yRiz43/NmS7OxYtpsO77bi9IGz7Ft3EEeyutCaBhNenUrWHBEUeio/TXrUT3PTlnspisIXvSayYuZar82KtiQ7E9+aTu02VR9KUxNBEARBEDyJYPkxEV0oByFZgr1q3hpMBuq0r5GmsUrXLE50wSjOHjqP06G4j+sNepr1apgu871XrdZV+eHoV6yevYGE2ESqNqtIiapFPIK/7ct2M2vEH1w6dYXSNYrT9eP2WBNs/F/DT1GcCnarA51eRnEqHpU0rAk2lkxbSft3/hfwJja71c60Qb945SGDK4c5R4EoAM4cuuCqIpEsg8Rpd7Jz+V5URcUUZGTWiD+YsGkEeYpG38e7A39PWsq63/71W9Xj+sWbJMVbCQq13Nf4giAIgiDcPxEsPyZkWWbAT6/zUavPcToUnHYn5mAT2XJlTbXDXXKSJDF6xceM7T2JLYt2omkaBcvk452pfcmaM0u6z92WZOPviUtY8sNqFKdCbEw8eYpFu1djl81Yw/i+k9051NfOxvDv39sJDgsi4dbd+sT+2ljr9Dr2rTsUcLC8ZPoqLp/2XT9Yb9TR+vVmAOQrkQvlng8T97ozF1uiHXuSg/F9JzN6+ccBXT+5eV8v9voQdC+DSY8pKH1TPgRBEARBCIwIlh8j5euXYeq+cSycspyLJ69QoUEZGjxfG5Ml5QYfvoRnD+PTP9/DbrXjdCgZtmqpaRofNB3O4a3H3Cu5C6csZ/vS3UzZhVaK9QAAIABJREFUOwZZJzPpbc/OeaqqYU2wuVMtUiNJEuGRYQHPac3cTb6DUwmeH/gcBcvkAyB/qbyUrlWcfesP+VyFvvc17l69H1VV01yVBPCozpGc0WykVb8m6HT3VydZEARBEIQHI4Llx0yO/JH0GNY53cYzmo0Yzek2nJf9Gw9zdMcJj2DTaXdy/eIN1v+xhaKVCpIY510pQ9M0ND9dAO8lSWAKNlGpsf+GIMkFhfn+YGAJNlP5mfIexz6d9z5T3pvB0h9XY0uye1TPuJdOr7vvnOJaz1Zh4ZTlHikxdzTtVZ+ew5+/r3EFQRAEQXhwGd6URPhvO7r9BIrTO7hMireyes4G+iarSHEvvY+uc3qjHqPFSFCoBXOwiehCOfli5Sfo9IGvvLbq19SriYkkQVi2UIpV9qwiYQ4y8frXL7EgbiZLHHNo0bsRhmSl2AxGPXU71LzvYLnL4PZE5Ah3p1roDTqMFiPD//mA1796KU2vTVEUrp2P8WjDLQiCIAjC/RMry0KGylkwCr1Rj8PmmcZgtBjZvHCH35xgU5CJLh+145fP/kBxqtiSbJiDzZSoUoQh89/j9P5zmIJMFCidN81BauVnytHunVbMGTUPg1GPpoElxMzwhQNTHEuSJHqP6sKx3afcdZclSSJ3sWhem9AzTXO4V5aocKbuG8eS6avYvXo/uYvm5H99mhBdKG1d95b+tJrv3nGltGiaRqOudXntq54Y/HQgFARBEAQhdaIpiZDuHHYH8TcSCMseChp0LfwqMRduuNMXJMmV/oGEV2MUcK3UvjTyBZ57oyUJtxJY86urdFzpWsUpX79MupVQu37pBnvXHSIsWwhP1S0VcF6wpmkc2nKMU/vOkLdEbkrXLJ7pZd22LtnFp21He7yfJouRep1r8e7Ufpk4s/8W0ZREEATh8SE6+AkPnaIoTP9wNvO+WoSmqhgtRnoO70y1FpUY2e0rDmw8DECBMvmo0KAM875e5FXDGKDTgNb0GvHCw57+Y+3Npz9i/4ZDXscNZgNzL00lOCwoE2b13yOCZUEQhMeH6OAnPHQ/Dp7DvK8WuStN2K0Ovn3zB66cvsaoZYOxJtpQFZXQLCGcPniO+d8u8RrDHGyi5rNVH8p87VY71gQboVlDHurKsKIo6V7d4vKpKz6P63QyN6/cEsGyIAiCINwnscHvEaRpTjTHETTlQmZPJWCKU+HPewLlO5x2J3NG/0WXQv2IjYlz11bOXzIPLV5u5LHRzhxs4um21SlRtUiGzjUpwcrI7l/TOsuLdMz9Ml0Lv8q2pbsz9JqapjHv60W0y9GLpoZOPJ+/Dytnr8eWZGPNrxv565vFnNp/9r7HL1mjGJKPjoSyTiYqX/YHmbogCIIg/KeJNIxHjGZdhnZrEGAHTQFDCaSIr5F0advs9bDF3YinQ3Rvv5UtZFmicIWCfLt1pPuYpmnsWrWPpT+uRnGqNOpShypNy2f4Ku9HrT5nx/I9HuXsTEEmxm8YRuFyBTLkmn9OWMi0QbM8WpMbzQZknYwkSygOBUmSqNO+Bu9O65fmes2nD5zlteoDsSXYuPM7bQoy0euz52nzevN0fS2CfyINQxAE4fEh0jAeQ5rjMNrNd4B7mlQ49qFd7w7ZF2b6JrKUBIcHERIRzM0rt3w+rqoap/af5dr5GLLnzga4KklUaFCWCg3KPrR5Xjl7zStQBnBY7fw6+i8+mPlGul9T0zRmDp3rESgDPhudrPv9Xyo3KU+DzrXTdI38pfIyYeNwpn/4Cwf/PUK2XFl5YVBbnm5b/YHmLgiCIAj/dSJYfoRoiTOB5AGUAupFcO4Dw8MLKtNKlmVeHt3Vo22193Mknxv6HqYrp69iMBm8AlVV1Th7OGPSXmxJduJvJqb+RMCaYOOfycvSHCwDFCyTjyHz3k/zeYIgCIIg+CeC5UeJcgHwVXdYBuUqPKLlcjXNCdbFNGyxgOApwYx7W8/Ny97BYURkODkLRmXCDO/KVzKPzxVdvUFH6RrF0/Vapw+cZebQ3zi0+RiyLKH6LintxV8qiyAIgiAID58Ilh8lxlpg34pHGgaAZn9kV5U1TUW78Qo4toGWRPX6MG1dMG/+rwxXzmtY423u3NwBM/tneipJWLZQ/tenMf9MWeHejCjJEqYgE+3f/V+6XefEntO8UftD7Ik2VDXwfQGmIBONutRJt3kIgiAIgvBgRLD8CJGCOqAlzXCtInMnlcECQZ2RdJGZOTX/7OvAsR20JPeh4JAEvlm8mw1rh7B73SVyFoiiSY/6ZIvOkokTvavP2O7kLpaL38YsIO5GPOXqlealz7sQlS/93uOp78/EGm/1Oi7rZJAgT9Fo6neqzeyR81AVFYfNgTnETNGKhWjaq0G6zUMQBEEQhAcjguVHiCSHQLY/0RKmgXUpyGFIQS+C+dGtZqBZV4HmnXJhNEk0aGujYdc+vs/T7GjxEyFpjivQNj6NFPY+ki53Rk8ZSZJo1bcJrfo2ybBrHNx81OdxWScz5/xkwrKFAtC0Z32WzVjDjcu3qNjwKao0K5/uNZgFQRAEQbh/Ilh+hGiOI2jWxYCMFPElkqFEZk8pdXI4rh+jZHm2kgxSqN/TtJtvgm097pQT21K0a5shcjGS/GisQD+ILDnCib+Z4HVc1smYQ8zur7PnzkbnAc89zKkJgiAIgpAGoinJI0KNn4QW0w4SJkLCJLSYDqhxEzJ7WqmSLG0BXyuhEpjr+zxHc570DJQBUEFLREuckwGzfPg6DWiDKcjkccxkMdKkR32Mpkd0p6YgCIIgCF5EsPwI0JynIf4bXMGjAqiufydMRXMey9zJpULS54PwzwELSCEgBYMUARHfgH0zmm2zq1rGvZyHQfJ1U8MGjl0PY9oZrnG3ujw/sA3mYBOWUDMGk4F6nWrRd+yLmT01QRAEQRDSQKRhPApsKwBfFROcYF0OIRnb/vlByZYWaKb6rooYGNGcZ+DGK2iSHtfrMkHW75EMpV0n6PK5uhN6MYK+6MObeAaSJInnB7al7VstuXTqKtmisxASEZzZ0xIEQRAEIY3EyvIjQQf4Kqkm+VmBTRtN09CUS2jqjQceyx9JDkIy1QE5K8QNA6ygxYOWANp1tOs90DRXhQ/JUAoMxfEqHC0ZkIJeyLA5ZgaTxUT+knlEoCwIgiAIjykRLD8KzM/4eUAGk7/HAqPZt6Nda4R2tTHaldqoMV3QlCsPNGaK10v6lbtl7+7lANsG91dSlu/B3ARXwKwDfSmkrDOQdDkzbG6CIAiCIAhpJdIwHgGSLhotbDDEDuHuCrMGoQNcOcH3SVMuot3o6VEDGcd2tOtdIfvijGkQot7ElXOdfDK4Vppvk+RQpIixaJoDcCJJlvSfyyNCc+xBsy4HTEiW5kj6gpk9JUEQBEEQAiSC5UeEHNQezVT3bv6yqcEDr7JqibN95AYroF5x5RcbqzzQ+L5I5kZotuU+ai87wFjN+/mSgUe2j3c6UGOHQeKd1XYZLWESWugA5OAnK91EEARBEJ5UIlh+hEi6KAjqnH4DKqfxnRIBKBfT7zr3MjUCfRlw7AXurGhbIKS36/VlEM2+FS3pD9DsSOaWYKqLJGVulpFm3wmJc7lbIk8FnBD3OZr5mUe3K6MgCIIgCG4iWH6SGaqCdRV3g9bbNCcYymTIJSVJD1mng/UftKSFIIcgWToimbxXldOLGjcWEn8EzQporpVtUwMIH5sxqSYBcjWY8W55jSSDbQ0EtXvocxIE4eHRHEdBOQa6go9HkylBEHwSwfITTLK0RkuY4kq7wHH7qNmV4qEvlHHXlQxgaY1kaZ1h17hDc56BhOmA7Z6DSWBbCY6tYKya4XPw706Vk2RlATUJJNHSWhCeVJpmRbvRF+zbXb/rmoJmeAopy3dIsqiMIwiPG1EN4wkmyUFI2X+HoE4g5wRdAQh9GyliTGZPLf3Y1+Oz7J5mRbOueOjTuZdkaQkYfTyigsl3d0NBEB5/WtwYsG/DVUIzwfVfxy60uM8ze2qCINwHsbL8hJPkrEhhH0HYR5k9lYwhWfD9mU8HUujDno0HyVAKLeRViP/69gEZNA3CRyHJEZk6N0EQ0o/mPI6W9DuoN5BM9SHpdzzudgFgh6R5aGFDMjU9TBCEtBPBsvB4MzUC6RMfDRD1SJZWmTAhT3LIK2jmFmBbBZIRzI2R5KyZPS1BENKJmrQAbg0CnIDTtVcj+T4RNzuuP1YiWBaEx4kIloXHmiSHQsREtJuv4s4P1pwQNvSBalSnJ0mfB/RdM3sagiCkM01LgtgP8dzI6y9QBgyVM71KjyAIaSeCZeGxJ5lqQtQmsG3EVc+5piuIFgQhYJIkfQL0Bq7ePjRQ07SFmTejx4B9B66NvIHQIYV9koGTEQQho4hgWXgiSJIZzA0yexqC8Lgbp2naF5k9iUedZl3hqjSknLtdsjIAUgSSoWjGTkwQhAwhgmVBEARBuE1zHP7/9u47PrK6avz459zpk0myye7SqwpKUdpKeQSUIiAqgiCshZWioBRRLA8IAoL6POAjyoPITxBUivooiChFERAQdaWJZWlSXJrA1vSp9/z++N70eyfJJpmZJOf9eu1rk7kzd06ys985873ne75u91N/BZLeD9LvRmSwq43f+VXo/RGD7TjHKfHGqQ3UGFMzliwbY4zpd4qILAEeAj6rqmtG3kFETgBOANhss8ZYFzAV1O9EO86Hwi243TZBi/dDzzUw/8dAEl37GSjcHnGGkJ7qAxJI7rTxxaF9ULgPtNeVlMXWH8djim4Rsb/K1UUnth7XcxljxseSZWOMmSNE5E5gg5BDZwGXAxfgMr4LgG8Ax428o6peAVwBsGjRoqjscEbR8vPoqiNA14440AvlZ9DeG127x8Ld0SeRNtBuXMeLYQeg5WtIcqex4yg+iK45EfdP4BYra+5UvNyJ0Y8pPYWuPto9r1bcbekDkNaLbDGhMVPEkmVjjJkjVHX/8dxPRK4EbpnmcBqGdp4P2hFxNA/5W1FJM7p38hCJ7UASUFzqkmwAMpD9MF72fWPHoAWXKGv38APdl6HJ3ZHkDiGPUXTtSTDyAkDht5C/GTKHjfm8xpix2cdOg/o9aOUVNJiVMI1PtYCWX0DHu7jImDGIyIZDvj0M+Ee9Yqm54h+JLqEAvBbQkTPGQyWQphOQeZdB0wngrQ8yHzKHI82nji+Gwh+jgkP7bgg/VHkGKitG3659ru7aGDMlbGZ5DlPNox1fgvztgAeSQVvOxsu8t96h1ZT6PWjP1ZC/1c0MZY5CsosRabz/HqqKdl8KvVcF7+2KZo9Gmj9rl1zNZF0kIjviXln/AqKv/c86cdymImHSSPZDaP5OKD0QfpfYdkhqN/ye66D7u7i+ywp9N6DFpTD/BsTLjhFD8JhR/CEz1SNoMdgZNOKYMWZKNF42YGpG1/5nUIMXDKqah46zUW89JLVbXWOrFdUSunoxlP/FwCXWrq+jxaVI27frGVoo7b0Geq5i2MYHvdehXjOS+0Td4jIzn6rO2p1zVBUKd6F9vwSJIZnDILnX4LbTyT2g+LvwBye2R1J7o4Wl0U8gFdTvhq4LGV6qkYfKi2jfDUjTkiHxFKHvJvf/ufIqSBqSbwcN67CRRdIHhz9v/I1ACugZcSANmbFLP4wx42NTUXOE+h34Xd/EX3Ew/qoP4vfeAIW7GF2D14f2fLceIdZH/rdQfoHhvwe3Gl1Lj9crqmg9VzB6h7C+IIE2xgCovxoNyhNUFe34HNrxOSj82tUfrz0V7fzy4APS+xP5dhhb6P725ld5wi4o/dVdmRolD/k7Bu+qZXT1ErTzPCj/E7QT/Ncg/zNGLQ6UDKT2gNQ+oU8rEoPkf4Qc8CBzRHS8xpgJsZnlOUD9bnTVYVB5DShCBSj9jcg+oZUXahhdfWnxASDiEmfpUUhsU9N4xuSvDr9dO1D1rRTDzGlaft61dys/AQga2wyaPg75Oxn2IVP7oO/naPbDSGIrJLkTSpzQZDWxs/s6tqDKExfAa6W/5dwoXvvgXfO/cWNL1H2HaYLmL0f+v9bKK1C4I+SAIoV7IPOecTyHMWYs0/bOKiLnichLIvJo8CfiOpKZbtr3M6isZPgbQVRDfQ+Su9QgqgYR2xB3GXMEiYG3Xs3DGVM8on9qbEtLlM2cplpEV38Qystw41sRKk9D55cYfTUGoALF3wMg8TdAam8gPeR4HCSHZA4Pvn0zrpdyiNgWEN8OZEHIfTJI05AKl97rGF+iDOgq6Don+njxQcLnvPrQQkRZiTFmwqb73fWbqrpj8Oe2aX4uM4Sqjxbuwe/8GvRcj1s8Mh4xpOmk6QytoUjm/S4xHn5rcPlz77rEVI00f5Hhb+gAaaTl7HqEY0zjKNwdLIQbmYj6wMj/44C4ZHjg23mXQO6TIBsArZA+GJl/E+Ll0NIyWP2hiCdOQ+LN6KoPgP9vRq22i28DiSE9lsv/nsAPpVC4Fx1Sy6yqaGkZWljq2tlJWAIfq142YoyZECvDmIHU73ALVcrLXe/N9IHDt2P1u2DVYqgsx80mT+AzUXJvJD57duUai8QWQttV6NrTwV8L+BDfEpn3v0ho/WF9SWo3aL8W7b4Eyk9B/PVI7lQkuajeoRlTX5WXIzpAlAlNlhVIHzjwrUgCjW2CW79QgPyvUXy05cuw+njQsBKoJMQ2ht4fEtmDufwIuvIIVOLgr3Q1yhPmEnAt/wtd8zF3HjzQMuHjewLJHrkOz2OMCTPdyfKYW6ea8VO/A+26DPquDW6poPksdP8vzP8Z4s1DS3+DVR9h+EzyOC/5kUGyh4wvFg0WrVRegsS2wcrysZNyLT/tFtXhuSQ/vsU4Y5s+ktwFFt7jPlxIAoltXO+QqpLkDkj71fUOw5jGkniLW2A3sqOEZCHzYei7jqFJs8y7FPFaB77X4gPQcRbDxs78b6Hyb9cpKEx8B6gso+pmJQCVxyb0owwjLdD3S/z0u2H1MSGz1ynX05k+XOLsQ8tXXGlJjWj5ebTvJ1B5GUnuAZlDEMnU7PmNmW6iuu67lY6xdepSYCWDW6duqKqjtk4VkROAEwA222yzXZYvX77O8cxmWnnVLdLzVzG6qWYCMouRli+iK/YM7hNFQh4fiO+AzP/RmDOqWl6OrjoKKLiFMpJ2NbPt1yFeU+Tj/O7vQPfluJkeAWLQ/Fm8pmOqPp8xM4WIPKyqc2aaf9GiRfrQQw/VOwwgKE9YfXSweLk/uU26K0XzbwJKUFjqyq6SuyEyfK2Cv/r4gRrm4WK4VdH1JEAON3aOrL/2IH0okv2gS+qTOyAyslRr+mjhfnTNyUFsJSADsfWR+TciXnPN4jBmXYx3zJ5UzbKq7q+q24f8uVlVX1XViqr6wJXArhHnuEJVF6nqooULF04mnFlNuy8Bfw3hiW4JCre5FdZ+RGcHcDMs2SWMXtAmkNgFmX/9uEoPtONzoGtBexhomF/+J9rznejHlJ8OEuUC7o2n7L7u+gZafnHM5zTGmOqKbnxL7Q/eRuBtCE3HIO0/RiSOSAZJ74Ok9h6VKANBB40w9U6UwY37XYQvVPTBX+WuOKV2q22irD7a8YUgrv4Z/T6ovIxaO0szi0xnN4y5u3XqdCj8juqDdjyo16tyOVBySPOZkF3M8BXbOWg5Z1jdcxT1O6D0GKNLO4rQd3P04/ruIHyHLA36PRtjzLrRwlL0tT2g8wwo3uNaLOZOx2v+HOLlxny8O0kjJMXrIgOp/erz1JXnInYXLAY7wxozO0xnzfIc3jp13WjpKSj+EbwWSB0wfJCXJiCqvMKDzOGQ3Jmq9cnzLnUlGn0/Y/gMdTesPhZd775RCbOWn3aLCUuPu9q51G5ElnFUIeKhoW2XhMh2TMYYMwb1u9G1nxidtHV+CU3uiMQ3dzvmVV4Ab8GwOuWBc6iCdtco4pGCOuN1EoP4Zkj20KkMaPwkE/0hQ8ba3tuYmWPakuXZvHXqZKmW3KIRrw3xml2tXefZ0Pcr3KAZBzkf2r432OUgtT/0Ri3qSiO5TyKSqp7GxrdHe78fMrgpUIDCPZA+YOBWv+tb0HMlw3oyF34VcfIkZKIXB2rqAOj+VsgRH9LvrBa1McZEK9xN+AfuMtr3C9Rrg+5vAgpaQmOb467AJSBzJNJ0NFp4hFEbktTMuibKgdZv1LT0YiiJbYTG3wDlxxn2c0gGyVoKYGYPax1XY37vT6HrwqDlTwVNHwipfSF/C4OLUopuXF9zEqz3R0TikD4kaE8U8ik+sXV4Dd5Ileddkh5WqqFl8FcMxllcBj3fDX++MLGNqvZnlspzaOgMigzb3coYYyZEeyJmN8uuZKy4lGG1vpWnB7/u/hZa/CMUG2OR4rqQ0oOQiNisqBbP3/Ztt7DSD5pdaRnS74FMnWa7jZkGlizXkBbug86vMmzgzt8BhT+7rhKjlKD0F0i+FUlsg3rrBW2DhsogGddPU/1O3OK9sLplz62UTuwQlGGEzKL0b+sK0PMdJrSwxe9yl+QiaN9NhNYsSxKKD0Bqr/E/lzHG9EvuSWhpmGSh9Azhi+L65aF4P+Ob3a3SSahuNCjRqx+JbQwL7nS7CforIPGWOdWr38wNlizXkHb/P0YP3AXQFWF3B2RgxkREoO0ydNUSBrZyxXPJb+YwtPwiuupworexTroenXREPFUGjW2OFh93TfOLyyb0s0HedeMItspWvxPtvR4K97stpf11acRvjDHVSXxTtOlYd+VN87gEMguJPaF49zjOMN4yiEZLlAFirkSvzkS8YD2LMbOTJcu1VIna5jSBm7UImRFODpntjW8LyUVuESDq/pQeRft+7jpK6FrCB/Q4bpY4IlEG99jXdhzXjxH++ApafhpJ7oL6a9CV7wsuyxWg5AUxJBidzCskQ7sKThvVMhQfdrElFiGeLUQxZiaT3Mmovxryt+LGlP0gfRAUZ3OnHXGbj4y324cxZp1ZslxLyV0g/29GzWRIEhKLoPRAsKI7CXhI6zeGd6co3B3U3/WXUPhAHjq/jEuGo2Y+lPC2bVMpD53n4ndfDqm9XeumYXEWcclyKojF9XOWeZeMr956imjpb+jqE3AfTNzMvbZcgDfOnQuNMY3FbUZyDJSWMbDuo3AHlB6kMXokT5c0dJ6DX7jDvVfYh35jpo0ly7WUORTyv8Eljv2JbQZypyPZD0PxAbT4e5B5SOa9SGz9YQ/X3p8zfBvrfmOt4q7VG4YP/svQ95Pww5KElguQyovgNUP6XUgNF/epFtDVx7kyk6E6z0aT2yPx19UsFmPmIi09gfZcAeVnXG1r08cnX99a/FPQjWHo2FgIPrBHreGYDYKSvsL9aMfnUMm4jkaScl0+cidB5TW0+1vuaqTMg6ZjkcwRrqzPGDNulizXgGoZXfu5YPMNj4G9YOJvQnKnIOmgoXxqN6Ra3Zf/0nSHOr20jCR3RmLvqc/zF+4l/INDGe27EWn+fK0jMmbO0MJSdM2JuOTVh/JTaP4WaP8/ZB26OfiV16DjS1C8j/D/1yXcVbrZrgCFOxlYgKhd0HMVWnrEdQPRbtzVvZXQ+RW0/CzS8p/1DdmYGWbadvAzg7T32qAXaAE3G1DBtUxrQdL7oZpH+36Jdn8bzd+F7/ehpWVoefnwE5Wjap5nAg8S2yKxjeoXgt//pjFSGfy1tY7GmDlFO8/FjX/9/wcroD1o139N+Fx+/i5YsTcUq+1smoHcJ92M6pwwtAyv4LpTaC/Dx7w+6L0OncB4p6Wn8Nechr/iAPw1p6Clx6YqYGNmDJtZroXeHzG6fKIMxYfwi4/B2o+5QU37cLW8ZVTSoD4a3wJpu9x1qWAGJ3SSQeZ9u74xpHaHzrBkOYuk9q15OMbMFap9rs97mOIjEztX+TlY+ynG7GIhcST7UbTn+xM6/+zhE95SLwnlf0LyrcNuVr8HxEOGtADV4qPo6o8ycDWgsty1QG27svpVUGNmGZtZroXQHsoAAh3nuC2otRc3sBUBP/g+7y5VrvogdERv+DEzKBJbWNcIJLYRNB0LDO0HnYHkjpB6R52iMmYuSBI5N+O1TOhM2vsTqi9YjkHs9Uj79SBpZvciv2qU0J0NtQjehoPflp/FX3Uk+tpb0Vd3wV99LFp5xR3r6t8XoP+DiQJ5tOuCaY7dmMZiyXItpN5J6BuFtx5U/kb1/p0++K9OU2A1JBN7Q5wuXvPpSNt3IPUuSL4Dab0AafseIrF6h2bMrCUSg8zhuAV3Q6Uhe8zETlZ5mapjZtPJeAtvd51vXtsjqNk1jgeJNyHxTQBQvxtdtRhKf8V9AClDcSm6arFrsVmK6LdffgrVSW7TbcwMYslyDUjzqUHdXP+vW4AUpN85zjM0YjP8Ccp+tN4RDJDU2/DaLsFrvwLJHOK2EzfGTCtpORNS+wJJkGYgBdkjkKZjJ3ae1F5UX7hXQvO/hc4Lgt7zc9nI9w4fSk/g9/6f+zZ/C2hhxP0qoB1uQXTUJIfk3EYkxswR9mofQVVRjdoFbx1V/g3aw+CAFPxd+P3UPk/DikH3Jfi9NwKuflHLTwfbcw9SraCVl1HfZoKMmW1EUnhtlyAL70barkTWuw+v5ZyJJ12ZQ4JkO4K/Bu2+lPA2mwYKriuG3+3qv8O2A9cSVF4MytbSIw6mIXt0DeI0pnHYlFpAtYB2/jf03QAU0fjWSMv5SHKnSZxTofx3dO0ZhG5zXXlhMiHPIBX3p/M8/NLfoO8XIB5oCc28B2k5H+27Fbq+Fsxy+Gj6YKT1fERGDtTGmJlMYutBbL11f7yk0barYPXhjKpHliyS2gvN3z65IGc7SUDpYSTxZlSywRqZocfjrrVp8q2ovwJ6/889RkuQORTJnVqfuI2pE0uWA7r2dCjcx0AD+/KTbleoBb9A4ltO+Hx+4U+w9rRgA4yo2q4S7lP7XJkBKUDfj92X/ZPsfbehlbXBFt5Dfg/521HKyLyLJ/QM6vdA8Q/uCZJvs61gjZmFvOTP9IIEAAAe6ElEQVS2+JkjIf+LIQuoMxDfxpV6xN8ApYfrGmNjU5AmSO8B3d8K6sD7F00mIfYGSO6KiCAtZ6O509zkTmxjxGutZ+DG1IUly4BWXh6eKA8ooj1XIa1fmdD5/N6bofMMxl6FnYLkO6A4l2dB8kGv1JG1dQXI/xb11yLe+Pqk+n13QsdnoX+xnpbR1q/jZQ6c0oiNMdNLi4+i3d+A0uMQ2wjJfQpJ7z/sPtJyHqT+w3XH0DykD0GyhyMSQ711n7mekaQVErtBclco3g/Fe6m61kWaILGzK4GZ/zO065uQvx2IBTPHnxq2y594zeBtO+0/hjGNypJlgPLzrvekjkyWK1B6ckKnUi1C13mMnSinIbsYsktg5V2MvWX1bBYxqEsc/JUQJMuqFbfBS+814PdA6u1I8+lIbAO0shI6Tgfyw0/X8Xk0ueOorcONMY3J9fZdwsCVpnInuvZ0tOVcvOzhA/cTEUgfiKRDPgyX/l6bYBuFdkAx2Pgq91lY/QAworQCATKunMJbgL62u+vjn/sMXuv50Hp+7eM2ZoawBX4A8de53pOjJCDxlomdq/zEOO6UhPTBoD6sPIi5nSj3C+sHWoHYpoPfdp4FXRe7hSe6BvK/QlceivprIP/riPP6wYyJMWYm0K6LGF2aloeui8bfrmxOlgqUofhnWHM0oxPlGDSdDLmT3Sx8+THXKaT0KLrmRDT/u1FnU1W0sBS/86v4XRej5Wdr8lMY04gsWSZYcJI5mFGrfiWJ5I6b4MlaXZIXKQ4L73cL3Pp+wujSj7kqbHa5jPbd4o5WXoa+Wxn+Jhpsl9v746BuMWyjgnKVTWGMMQ2nHHE1T7uDNSBjk6ZjGL750FxRiBjvFPxXIH8zo99z8mjX19DKSvy1n8d/dSf8V3dBVx6ArjkBen8IPd9DVx462HLOmDnGkuWAtHwVcieCtONqifdA2v8PiW08sfPEN4f466vcwwfK0PdLLFEeSxm6zndb5ZYed6UyoxSg+BCk9iK8qigJqb2nOU5jzJSJbRB+u8Rdre14pA8JxoS5xiP0Kh0++Guh/Ez4wyrL0VVHQP5W1+ZUu6CynMHJibL7uvMrqD/Xe1ebuciS5YBIHC93Mt76S/E2+Dte+w+RxNbrdq62y4lsmu8tgMoqVzdmxiEGpX9AbGPQsJnjOMS3RBJvguwHQIbMJknGLVZJbFezaI0xkyO5TzG6t28GMkuQ8Y6b2lWlj31YMjkDpN7H6N/LSEnCJ2EySPoA8OZHPC4bbOBSbRtx3AeWwh/GitSYWceS5XWgWkD7fo6/9jP4XReh5eXDjktsA5h3GaMT5jTkPu+2GtW50i5usiogTS4ZTrwRGPlmmUCySwCQ5rORed+FzPshcxgy73Kk5cs1j9gYs+4kfSC0nBXseppyH3qzS5DmT4//JIW7iE6KZ2g7yZYzq2/GQpzIq5XxLdw6maZPMqo8RTKQ2G50r+UoNtFj5iDrhjFB6vegq48KFpn1Agm05zqYdwmS3mfgfl767Wjb5WjX16H8nOtP2fwZJH2gKyuY02IQex1UXgG6qtxPgDi69gw0vqVb5d17DRTuccdiGyCt/+VKXwhWx6d2R1K7T/+PYIyZNl72KDRzhOvyIDkktAQrnNuZ7hmiZ0mrjTmNKgYr9mT0z+SBtxX4z+L69ofxXM95SUL2Q6j2QM/l7kqdxKHpeJD1oLSM0QsDR9I5Wt5i5jpLlidIe6+D8nIGP8GXgBLa8Z+Q+iMig79SSe2FhA0sficQY+z2crNVBSTl+iGHdo3zGLicqL1QeQIqT0Lhd0jbpdB6EVBANQX0up0SK8+7fquVl9wbQ/YQRObiAh9jZgeRWLCGZHxUFe3+FvRc7ZLAWdVlKOq9wgd/rPamPhT/hF+4HxL/gZc7AW06Fvw14M1DJOkmgbovDq549nccEdwAnQ561/vIvMtsXDVzkiXLE5W/jfBLXSUoPwWJcTRu9xa4hSqh7ermiPJjQCrkQBIyH4Ty41B6kME3CQXyaMc5MP9W6PoK5O9wubY0uZXyAJSgcC/aexXMv9E10zfGzHra93Po+QHuQ7Ytnh6mvAzWHAfE8HOnIU0nui5QAfGaYP5P0c6zofgAIJB6B+RORkr/AMlCal/bEdXMWZYsT5Rkw2/XCshYiy+CU0gMbf4CdH6RqrsszWoKhJWjlJFYG5p/ktDfjb8KOk6G4sMMzByN+tDRB5WX0Z6rkebTpjRqY0yD6rmS8DHFDKpA9/+ixJHcx4YdkfhmSPs1qJYAGbxKmti+9mEa02Bsgd8ESfbDjO7fKRDbBIm/bvznwWf0YrXZIIcrMRlLRA2ipN1GMJFbXCsUH2HsS6xF24zEmFlM1UfLT6Pl51wplr+myr2DxE+ybr3EnJ4nKkPP5ZEbvIgkhpUTGmMsWZ649LshcxhulXbWlQB46wft4sZHtYj23czsqqkLZE9nsOatmojLpLHNIPkfkD1ueBs4wPW/3j2i33KI8fZkNcbMKFp8GF3xdnTVEW4Xz5UHQHwbIjtgxHeGzFFI6zchFtZKciLJYQJaLpxQPXXD0b7xd78wxszpj9frRESQ1vPQpuOh9BfXtzK5u1uMMgb1e9HOL7vG75Erl2e43vMn8WAPYluixUchcyRUnofe61xyrEVIvQ1azoMV7xz7VJJBmj4yiViMMY1I/dXomuOHJ3uV5UF3nQiVJ5D510LlWSjeweiuEhPpvVyCzrPAewPo6gk8roFIc3RJoTFmFEuW15HEN4X4phN6jK49JVg8MQtnlKeED4Xb3R/irlXcwt8jlecgtqHrXw342Y9A748YrE/0GFi1jQeU3Q5e6UPr8UMYY6aR9t7s1oiMUmVRn/a448W/EH5BdaKTF2Xwn5jgYxqFB82nI2IXlo0ZL0uWa0TLz0PxQSxRHq8ydF8Mkho1QyzNX3B9l3uuAr/DlWbkPo3oa1B5DRI7uA8zxphZw/WnF/Bfo2piHMabD6QgtmAaIpth4jvgZY+qdxTGzCiWLE8TLb+I9v0Yyv+C5K4Q2yQoJxhrkI8FfyyphhL0XAYjk2URJHskZI8ccf8tahaZMaY2tPwc2nEGlP6GW0y9Fe4q0nh3QQ12ThVBk3syvjUVjcRj6mJOQ/rAKTqXMXOHJcvTQIsPoms+5nZIogSF3wNZqg/unvuT3AOKjzL5ZNnD9TGe4a2U/FWo+nbJ0Jg5SP1udNVRbie//laSlcfHeFQaYuuDv8LtnJr7NJJ26xxE4mhsA1fjPGOkILUnFO5ncuO559ZyZA+fqsCMmTMsWZ5iqup28xu2pXWeMWdBkvshbd90G22UHpmC9ss+s2J2OraJJcrGzFX5W4KrcWEDYtSMq0LrpUjijYiELNyLv8ktHp4pPe4HuvpMZqOVOKT2RJq/hHitUxGVMXOKZSFTRP1utPIqWnkVKivW4Qx5RJLgvxpsOToVZvp22h7kvlDvIIwxdaLl54ieTfVx5Rj9C3v7534qsPow9NWd8Xt+iI5cDNh0AtXf+mJAEuK7QsulQMskfoLJSrjFiYW7iC7FiFH155EmZP1H8dqusLUcxqwjm1meJPU73Exy4feAB16Oia+sziCZ97gvE29hYm2MZrH0IXiZg+odhTGmTiSxPSrZKj2B89B+g0sme64KbutvC9cDXV9FC3dD29WD7T1LD+ISzLDJhBS0nIskd0TibwDAj7XCmuOpT7vP8jieV4mcJZcM5D7jJmKMMevMZpYnSdd8PEiUS0DBbcc8rsUYwcAtWUi8GdL9yfIixrcDXqMRBmd4pkIKyX1iis5ljJmR0gcGnSwieBviJd+CeAuJnGQoPgz53wx+330F0SVqPlReGUiUAYhvS+13W+0fR6uViiRwO6EmIu6XRVovwmtaMtXBGTPnWLI8CVr6J5SeYOIzDu0Qez0k90FaL0Taf4CIG4xFBOKvn/JYp18cvDYmn+jHgRTkTpnQ9uHGmNlHJInM/xkk3hZyNA3NnwNA/VeJruktovnbBr/Vattil9zCwKE6PkPtZ5XHmnBJQtMxMP/m6LtIErHOF8ZMCSvDmAz/JZB4lQ//CdygN/Jy32qorIbKU6i/Akm+dfjWqemDofuxcQSQdG2UKsvWJfopVgb/FSa1aMZbiGSPhvQBligbYwAQrx2Z/300fzfa9T9ucV5sY6T59IFkUJK7oD0pIhNmr2nw69jroPJMxJNlkdSeA99q5ZVgI6lG2nE1AfHNkdxngQoq8fCWpPEtax6ZMbOVzSxPRnwbtw1zFElB08lu0wwy4fcp/wNd/fHht+V/W+1J3WXB7LHIglvxFt4E6/0N1yaunqrUzQHuc1m1l1saaf0akvuEJcrGmFEkvS/ewtvwNvgH3sLfDJ81Te7lxuNQGSQz2JNdWr6IKxkbKQHxN0Jqn8GbKq+C1LoEo5oYpA9C2q9HxHNXJJs+zuj3lzSS+3Q9AjRmVrJkeRIktj5k3k9kPZuWkOwH8dqvgbAWRv3K/3QlHYBqAcp/r/KsZUjsiNdyJhLf3MVReYqGbrQvTUHdYdgbFCCtyLxLkNTbaxqWMWZ2EIkh86+FzIcZ6FnfX9Ob+wSS3GXwvqm9kParIPFWkBxIsyuLaz4Tab/W9WJWRQt/QHtvHNEGtFY/UDPh42U7kvkA4s0bvGvTJ6H5NJA2d0Ns82A83aMmoRozF1gZxiRJy3lo7HXQfRGDq7ABMtB0HBLrX5ySBiJWdEvctYxjKwYH+qjkNxHUBg/SrotprMuE/WKQ2BnJnYRWVkDneSH3EUi/F0nvE3LMGGPGRySFtJ6LtpzpFl1rDyR3R2Lrjb5zYhekaQna9wtAkMxhkNrf7fKnPrr201C4F9e2rg7didquheL90P0thr+vrEDXnAgLb0NiGwPBjqZNx0HTcahqeG9pY8ykWLI8SSIekjsGzR6B9l7vVl17LUh2CZLed/CO2cXQ811C2xVpCRLbBudLoKn9gr6a5dH3JYZk3j/4UFUojbWjVT2kwZuHtF2KeO3gr0E7Q352SSOZ99Y+PGPMrCSShPR+kcfdxlGfg/zd9E9gaPGPkD4Qab3QJcnF+xjs79xfXiaue5H2TGP0Hsy7HC+5LaodqKSCnWCHKqO9P0WaPzPq0ZYoGzM9LFmeIuLlkNyJkDsx/HjuJLS0DIr3jjiSgexHXELZf9/W89HV/4LycgZ3/vOANLRehMQ3df2dO8+H/K+p36xyfx3yyLptccfavj/wc4nXhrZ8BTrPxr35VIAEZBYjyZ1qGbQxZi4r/RXydzFssxPthb6b8VPvhvxt4X2dJQuJndyMb6gkboLDZ3A2ehwLnqXdlfMl3oKkDxjcsdR/NeLxJai8OPZ5jTFTxpLlGhFJIu1X4hcfge7LofwkxBYi2WMh/e7h9/Xa0NwXYO2puAEY11y+7f/hJXdxMyOrl0D5aepaftH0KSj/JbhcObRsRIE+6P4faLt84FYv+z40tSvkb3ert1P7IIk31TpqY8xcVvwD4V0zfDfmpg/AJbsjE1WB8nMRJxVIHwWFW915Uge52e3y425Co1ylu5HXjNcSslNpYkcYufsgABkkafXIxtSSJcs15iV3hvYrq95HK6/B2lMYPvNRhNUfxV94L1J5FirLCU+Uq9U7T6HUu5DciYgI/ivbhTxnBQr3jKqhk9iG0HTc9MdnjAklIh8AzgO2AXZV1YeGHDsTOB536edTqvqb0JPMZNKMe+sL62RUwnUWSjF4Va+fEl2/LJD/KQNJeP4Xrj1d2w+h5/KIx+CeJ3NE+BnjW6DpgyB/B4PvBUmIrQ/9O74aY2rCumE0IO27mfCtWIuw6lC09CRoxOW95J7ht7uDjP58NM4aN2mF+M6Qei8suBev7ZIhSXDUy8jq54xpQP8A3g/cN/RGEdkWWAxsBxwEfEcG9oieRdLvJnpCoez6OOdOwCXMGdfNR7LIvO9A5iDCux/5DJ+tzkN5GRTvCe+B3C+xI9J0bORhab0Qms90Le1im0HTscj8GxCJ6CxkjJkWk5pZnvMzFNPFX03kdqz+Kii/4FrRjcqXM0NatI2cFQH3TzH0QSnIHA7SAr1XEp6gAwgkd8Vruyz8cPogyN/K8AWJ8YHV5caYxqGqj0PoYrD3AT9R1QLwnIg8DewK/Km2EU4f9degHWcQXUscg/iWeLlT0Mz7oXC/q1VO7YN4TZDYBs3/GiorcWNs/1to/zqMoU/WC8W/QGwTl4CPFH8T0n5N1TFSxEOaFkPT4gn/rMaYqTPZmeW5PUMxXeJbE71tdBkqT0J8KwbqmQHwwMsGfZ/DBt/+8oyhMyoFyP8KMoe4DVQipZDcSZFHpeWLENvUzcAQd3/HNkJazq1yTmNMg9kYeGHI9y8Gt80Kbq3HcUHNcsTEgCSRpiXuy9hGSPZIJPMelygD4s1D5v8Kmj8Pqf0g+xHIfTZi/EwhsfWQlnNwExhDr8Rl3CZMNplgzIwwqZnluTxDMV383p9B5/lUneX15iMtl7mtX/O/cK3nUm9HWs4Cb0M0vrVbWDIwO92/WCVsNqUC5EGjLktmkbbvIontImMWrw0W3AaF+9yiw/jrIbU3IlYSb0w9iMidwAYhh85S1Zsnee4TgBMANttss8mcqrbKj0HlWcJbcnrgbeAS2Pjrq55GvCak6WhoOhoA1T40rC5ZYpB5r+sI1H4t2n2Ze/749kjuZCSx1eR/JmNMTUxXNrMxsHTI95EzFDN24J0GWlkZJMpVatxIIdmPuAG79VxoDZm9bf8+2nkB5G8BKpDY2V0SDFuRrWXE2xDNfgh6f8ywRYWkkfYfIMkdx4xdJAbpfQDbXMSYelPV/dfhYS8Bmw75fpPgtpHnvgK4AmDRokXj6I3WICovEXnFLrEr0v7DdZrpFclA+zXompNA1wY3Nrld9PpbZyZ3QNqvWMfAjTH1NmayPJ0zFDCDB97pUPgdiBdRTpcAYm5L1jH6EouXQ+ZdiOp/Ab7bvjV/F9px+oitW5OQ3MPtMtj8BdRrgZ6rQTsh9nqk5exxJcrGmFnhl8CPRORiYCPclqIP1DekKRTf1l2FGyUNqT0nVRIhiW1h4e+Cdp5liL9xsF+yMWbGGzNZns4ZCjNSlbZEqf3dJcKgdm5cZ5P+rbNB0vuhlU9B1/+6y4NaguQiZN7FA/eV3EmQOwlV3wZ6Y2YpETkMuBRYCNwqIo+q6oGqukxEfgo8hqtVOFk1tNHvjCTxTdD0u9wuqwNX0OLg5ZDsUZM/vwhYaYUxs9J0lWHM7hmK6ZLaBzq/HHbA9TSeQKIcxms6Hs180PX/9BYisbALBliibMwspqo3ATdFHPsq8NXaRlQ70vpfaGJ76L3WbVud2gfJnYZ4rYBbBEj571D+F8S3tk2TjDHA5FvHzckZiukisfloywXQ+aXgFh/woOlj7jIfoJVX0J7vQfFhiG+ONH286uK7Uc/hZcF789QHb4wxDU4k5rpdBB0vhlK/C119LJT/GZTDVdDkTm6Bs/U1NmZOm2w3jDk7QzFdvOyhaGr3YNemEqT2ReJbAqDl59FVhwV1x2UoP47m74Z5lyBpW1hnjDHrSju/DOUngOLgupHiI2jXN5GWM+sZmjGmzux6ewOS2AZI0xKk6fiBRBlAuy52lw4HWh/5QB7tPNddPjTGGDNhqj7kb2f0ZlAF6LuxHiEZYxqIJcszSfFPhG7T6q92O/tVoeXlaOH3aOXf0xObMcbMWD6Rve01YjfV/sN+N1q4Dy0+iFUbGjM72a4RM4k3Dyprwo9JNvRm9XvRtadC8QGQJGgRTR+ItP63bRpijDHg2msmdoTSXxjeu9OD1J6Rj/N7fw6d54HE3eMkDW3fm9A6EmNM47OZ5ZkkezyQGXFjEtIHuIV7IbTrKy5RpgDa5f7O34H2WIN8Y4zpJy0XgOSA/q2r0yCtSPMXQ++vpX+6RJk8aLcrkfNXoauPRceYjTbGzCyWLM8gkv0AZD8EpECa3d/J3d0gH0K1DH2/ZPSOgHnovW6aozXGmJlDElshC+6A3Cch/S7InYYsvAOJbxJ6f+37KRC2yUkZCn+Y1liNMbVl1+FnEBFBWv4TzZ3odoqKbYTENqryiAqDiwFH0J7pCNEYY2Ysic13mzONh7+W8DpnDa7iGWNmC5tZnoHEm4ckF42RKINICuJvCDsCid2mJzhjjJkDJL1f+FoRLUPSxldjZhNLlmc5V4eXZfAiQhIkh7ScUc+wjDFmZkvtD/HtGL6OJANNH0di69crKmPMNLAyjFlOkjvB/JvRnh9A+SlI7ohkj47c6toYY8zYROLQ/gPI34L23QrShGQXI6k96h2aMWaKWbI8B0h8c6T13HqHYYwxs4pIAjKHIZnD6h2KMWYaWRmGMcYYY4wxESxZNsYYY4wxJoIly8YYY4wxxkSwZNkYY4wxxpgIliwbY4wxxhgTwZJlY4wxxhhjIliybIwxxhhjTARLlo0xxhhjjIlgybIxxhhjjDERRFXrHcMAEVkBLA++XQCsrGM4IzVaPNB4MVk8Y2u0mCye6iYaz+aqunC6gmk0I8bsyZrp//bTyWIJZ7GEs1jChcUyrjG7oZLloUTkIVVdVO84+jVaPNB4MVk8Y2u0mCye6hotntms0X7XjRSPxRLOYglnsYSbTCxWhmGMMcYYY0wES5aNMcYYY4yJ0MjJ8hX1DmCERosHGi8mi2dsjRaTxVNdo8UzmzXa77qR4rFYwlks4SyWcOscS8PWLBtjjDHGGFNvjTyzbIwxxhhjTF1ZsmyMMcYYY0yEhkuWReQDIrJMRHwRWTTk9neKyMMi8vfg733rGU9w7EwReVpEnhSRA2sRz4jn31FElorIoyLykIjsWusYwojIqSLyRPB7u6je8QCIyGdFREVkQZ3j+Hrwu/mbiNwkIvPqFMdBwev2aRE5ox4xjIhnUxH5nYg8FrxuTqt3TAAiEhORv4jILfWOZbZq1DG20cZXG1cjY6jrmNpIY2mjjaONNH6KyDwRuSF4rTwuIntM6ASq2lB/gG2ANwL3AIuG3L4TsFHw9fbAS3WOZ1vgr0AK2BJ4BojV+Hd1B/Cu4OuDgXsa4N9vH+BOIBV8v14DxLQp8Bvc5gkL6hzLAUA8+PpC4MI6xBALXq+vA5LB63jbOv9eNgR2Dr5uBp6qd0xBLKcDPwJuqXcss/VPo46xjTS+2rhaNY66jamNNpY22jjaSOMn8EPgY8HXSWDeRB7fcDPLqvq4qj4ZcvtfVPXl4NtlQEZEUvWKB3gf8BNVLajqc8DTQK1nHhRoCb5uBV6uct9a+STw36paAFDV1+ocD8A3gS/gfl91pap3qGo5+HYpsEkdwtgVeFpVn1XVIvAT3Ou5blT136r6SPB1F/A4sHE9YxKRTYB3A9+rZxyzXQOPsY00vtq4GqHOY2pDjaWNNI420vgpIq3A3sBVAKpaVNW1EzlHwyXL43Q48Ej/wFEnGwMvDPn+RWr/ovw08HUReQH4H+DMGj9/mK2BvUTkzyJyr4i8tZ7BiMj7cFch/lrPOCIcB9xeh+dthNduJBHZAncl6c/1jYRv4ZIBv85xzFX1fp020vhq4+r41HpMrfdrNFIDjKONNH5uCawAvh+UhXxPRJomcoL49MRVnYjcCWwQcugsVb15jMduh7vUckAjxDPdqsUG7Ad8RlVvFJEjcZ+a9q9zTHGgHdgdeCvwUxF5nQbXPuoQzxeZwtfKZOPpfz2JyFlAGbi+lrE1OhHJATcCn1bVzjrG8R7gNVV9WETeUa84ZotGHWMbaXy1cXXdYrExdbR6j6MNOH7GgZ2BU1X1zyJyCXAG8KWJnKDmVHWdBpxgWv8mYImqPlPneF7C1Wz12yS4bUpVi01ErgH6C/h/Ro0ud4wR0yeBnweD+AMi4gMLcJ/qahqPiLwZ94nyryIC7t/oERHZVVVfqXU8Q+I6BngPsN90vtlVUZPX7kSJSAI3wF+vqj+vczhvAw4RkYOBNNAiItep6kfqHNeM1KhjbCONrzauTjyWITEdQ33G1IYbSxtkHG208fNF4EVV7Z9lvwGXLI/bjCnDCFa43gqcoap/qHc8wC+BxSKSEpEtga2AB2ocw8vA24Ov9wX+WePnD/ML3GIURGRrXCH9ynoEoqp/V9X1VHULVd0C9x9m5+lMlMciIgfhLk0doqq9dQrjQWArEdlSRJLAYtzruW7EveteBTyuqhfXMxYAVT1TVTcJXjeLgbstUa65eo+xjTS+2rgaoc5jakONpY0yjjba+Bm8Nl8QkTcGN+0HPDaRc9RlZrkaETkMuBRYCNwqIo+q6oHAKcAbgHNE5Jzg7gdM90KHqHhUdZmI/BT3Cy8DJ6tqZTpjCfFx4BIRiQN54IQaP3+Yq4GrReQfQBH4aJ1mTxvVt3Gr+38bzMosVdVP1DIAVS2LyCm4lewx4GpVXVbLGEK8DTga+LuIPBrc9kVVva2OMZkaaOAxtpHGVxtXo9VtTG3AsdTG0WinAtcHH2qeBY6dyINtu2tjjDHGGGMizJgyDGOMMcYYY2rNkmVjjDHGGGMiWLJsjDHGGGNMBEuWjTHGGGOMiWDJsjHGGGOMMREsWTbGGGOMMSaCJcvGGGOMMcZE+P/nHdTsHUClNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x864 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(12, 12))\n",
    "\n",
    "n_samples = 1500\n",
    "random_state = 172\n",
    "X, y = make_blobs(n_samples=n_samples, random_state=random_state)\n",
    "\n",
    "# Incorrect number of clusters\n",
    "y_pred = KMeans(2, random_state=random_state).fit_predict(X)\n",
    "\n",
    "plt.subplot(221)\n",
    "plt.scatter(X[:, 0], X[:, 1], c=y_pred)\n",
    "plt.title(\"Incorrect Number of Blobs\")\n",
    "\n",
    "# Anisotropicly distributed data\n",
    "transformation = [[0.60834549, -0.63667341], [-0.40887718, 0.85253229]]\n",
    "X_aniso = np.dot(X, transformation)\n",
    "y_pred = KMeans(3, random_state=random_state).fit_predict(X_aniso)\n",
    "\n",
    "plt.subplot(222)\n",
    "plt.scatter(X_aniso[:, 0], X_aniso[:, 1], c=y_pred)\n",
    "plt.title(\"Anisotropicly Distributed Blobs\")\n",
    "\n",
    "# Different variance\n",
    "X_varied, y_varied = make_blobs(n_samples=n_samples,\n",
    "                                cluster_std=[1.0, 2.5, 0.5],\n",
    "                                random_state=random_state)\n",
    "y_pred = KMeans(3, random_state=random_state).fit_predict(X_varied)\n",
    "\n",
    "plt.subplot(223)\n",
    "plt.scatter(X_varied[:, 0], X_varied[:, 1], c=y_pred)\n",
    "plt.title(\"Unequal Variance\")\n",
    "\n",
    "# Unevenly sized blobs\n",
    "X_filtered = np.vstack((X[y == 0][:500], X[y == 1][:200], X[y == 2][:100]))\n",
    "y_pred = KMeans(3, random_state=random_state).fit_predict(X_filtered)\n",
    "\n",
    "plt.subplot(224)\n",
    "plt.scatter(X_filtered[:, 0], X_filtered[:, 1], c=y_pred)\n",
    "plt.title(\"Unevenly Sized Blobs\")\n",
    "\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
